{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Convolutional Layer\n",
    "\n",
    "In this notebook, we visualize four filtered outputs (a.k.a. activation maps) of a convolutional layer. \n",
    "\n",
    "In this example, *we* are defining four filters that are applied to an input image by initializing the **weights** of a convolutional layer, but a trained CNN will learn the values of these weights.\n",
    "\n",
    "<img src='notebook_ims/conv_layer.gif' height=60% width=60% />"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Import the image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f43997e36d8>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import cv2\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "\n",
    "# TODO: Feel free to try out your own images here by changing img_path\n",
    "# to a file path to another image on your computer!\n",
    "img_path = 'data/udacity_sdc.png'\n",
    "\n",
    "# load color image \n",
    "bgr_img = cv2.imread(img_path)\n",
    "# convert to grayscale\n",
    "gray_img = cv2.cvtColor(bgr_img, cv2.COLOR_BGR2GRAY)\n",
    "\n",
    "# normalize, rescale entries to lie in [0,1]\n",
    "gray_img = gray_img.astype(\"float32\")/255\n",
    "\n",
    "# plot image\n",
    "plt.imshow(gray_img, cmap='gray')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Define and visualize the filters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Filter shape:  (4, 4)\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "\n",
    "## TODO: Feel free to modify the numbers here, to try out another filter!\n",
    "filter_vals = np.array([[-1, -1, 1, 1], [-1, -1, 1, 1], [-1, -1, 1, 1], [-1, -1, 1, 1]])\n",
    "\n",
    "print('Filter shape: ', filter_vals.shape)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Filter 1: \n",
      " [[-1 -1  1  1]\n",
      " [-1 -1  1  1]\n",
      " [-1 -1  1  1]\n",
      " [-1 -1  1  1]]\n"
     ]
    }
   ],
   "source": [
    "# Defining four different filters, \n",
    "# all of which are linear combinations of the `filter_vals` defined above\n",
    "\n",
    "# define four filters\n",
    "filter_1 = filter_vals\n",
    "filter_2 = -filter_1\n",
    "filter_3 = filter_1.T\n",
    "filter_4 = -filter_3\n",
    "filters = np.array([filter_1, filter_2, filter_3, filter_4])\n",
    "\n",
    "# For an example, print out the values of filter 1\n",
    "print('Filter 1: \\n', filter_1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f4394701358>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# visualize all four filters\n",
    "fig = plt.figure(figsize=(10, 5))\n",
    "for i in range(4):\n",
    "    ax = fig.add_subplot(1, 4, i+1, xticks=[], yticks=[])\n",
    "    ax.imshow(filters[i], cmap='gray')\n",
    "    ax.set_title('Filter %s' % str(i+1))\n",
    "    width, height = filters[i].shape\n",
    "    for x in range(width):\n",
    "        for y in range(height):\n",
    "            ax.annotate(str(filters[i][x][y]), xy=(y,x),\n",
    "                        horizontalalignment='center',\n",
    "                        verticalalignment='center',\n",
    "                        color='white' if filters[i][x][y]<0 else 'black')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Define a convolutional layer \n",
    "\n",
    "The various layers that make up any neural network are documented, [here](http://pytorch.org/docs/stable/nn.html). For a convolutional neural network, we'll start by defining a:\n",
    "* Convolutional layer\n",
    "\n",
    "Initialize a single convolutional layer so that it contains all your created filters. Note that you are not training this network; you are initializing the weights in a convolutional layer so that you can visualize what happens after a forward pass through this network!\n",
    "\n",
    "\n",
    "#### `__init__` and `forward`\n",
    "To define a neural network in PyTorch, you define the layers of a model in the function `__init__` and define the forward behavior of a network that applyies those initialized layers to an input (`x`) in the function `forward`. In PyTorch we convert all inputs into the Tensor datatype, which is similar to a list data type in Python. \n",
    "\n",
    "Below, I define the structure of a class called `Net` that has a convolutional layer that can contain four 3x3 grayscale filters."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Net(\n",
      "  (conv): Conv2d(1, 4, kernel_size=(4, 4), stride=(1, 1), bias=False)\n",
      ")\n"
     ]
    }
   ],
   "source": [
    "import torch\n",
    "import torch.nn as nn\n",
    "import torch.nn.functional as F\n",
    "    \n",
    "# define a neural network with a single convolutional layer with four filters\n",
    "class Net(nn.Module):\n",
    "    \n",
    "    def __init__(self, weight):\n",
    "        super(Net, self).__init__()\n",
    "        # initializes the weights of the convolutional layer to be the weights of the 4 defined filters\n",
    "        k_height, k_width = weight.shape[2:]\n",
    "        # assumes there are 4 grayscale filters\n",
    "        self.conv = nn.Conv2d(1, 4, kernel_size=(k_height, k_width), bias=False)\n",
    "        self.conv.weight = torch.nn.Parameter(weight)\n",
    "\n",
    "    def forward(self, x):\n",
    "        # calculates the output of a convolutional layer\n",
    "        # pre- and post-activation\n",
    "        conv_x = self.conv(x)\n",
    "        activated_x = F.relu(conv_x)\n",
    "        \n",
    "        # returns both layers\n",
    "        return conv_x, activated_x\n",
    "    \n",
    "# instantiate the model and set the weights\n",
    "weight = torch.from_numpy(filters).unsqueeze(1).type(torch.FloatTensor)\n",
    "model = Net(weight)\n",
    "\n",
    "# print out the layer in the network\n",
    "print(model)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Visualize the output of each filter\n",
    "\n",
    "First, we'll define a helper function, `viz_layer` that takes in a specific layer and number of filters (optional argument), and displays the output of that layer once an image has been passed through."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# helper function for visualizing the output of a given layer\n",
    "# default number of filters is 4\n",
    "def viz_layer(layer, n_filters= 4):\n",
    "    fig = plt.figure(figsize=(20, 20))\n",
    "    \n",
    "    for i in range(n_filters):\n",
    "        ax = fig.add_subplot(1, n_filters, i+1, xticks=[], yticks=[])\n",
    "        # grab layer outputs\n",
    "        ax.imshow(np.squeeze(layer[0,i].data.numpy()), cmap='gray')\n",
    "        ax.set_title('Output %s' % str(i+1))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's look at the output of a convolutional layer, before and after a ReLu activation function is applied."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f436218cb38>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f436218cb70>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f436214afd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot original image\n",
    "plt.imshow(gray_img, cmap='gray')\n",
    "\n",
    "# visualize all filters\n",
    "fig = plt.figure(figsize=(12, 6))\n",
    "fig.subplots_adjust(left=0, right=1.5, bottom=0.8, top=1, hspace=0.05, wspace=0.05)\n",
    "for i in range(4):\n",
    "    ax = fig.add_subplot(1, 4, i+1, xticks=[], yticks=[])\n",
    "    ax.imshow(filters[i], cmap='gray')\n",
    "    ax.set_title('Filter %s' % str(i+1))\n",
    "\n",
    "    \n",
    "# convert the image into an input Tensor\n",
    "gray_img_tensor = torch.from_numpy(gray_img).unsqueeze(0).unsqueeze(1)\n",
    "\n",
    "# get the convolutional layer (pre and post activation)\n",
    "conv_layer, activated_layer = model(gray_img_tensor)\n",
    "\n",
    "# visualize the output of a conv layer\n",
    "viz_layer(conv_layer)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### ReLu activation\n",
    "\n",
    "In this model, we've used an activation function that scales the output of the convolutional layer. We've chose a ReLu function to do this, and this function simply turns all negative pixel values in 0's (black). See the equation pictured below for input pixel values, `x`. \n",
    "\n",
    "<img src='notebook_ims/relu_ex.png' height=50% width=50% />"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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eHx+vPBeAM/TU2CG63W7EQOP9ALgFoKBxqm2azWYYDoeo1WpOuNrn8F2sR4eCzyqbwFLQKcNMIaMKljXGbXt5jzhSgIaUjUaiwTifzxMVOioNYeiPjgLO5xmjnthnt2/fdoabbTPnAzGZTNxncf17lcHx0X6OE7qVSsWt53w+78hBIggCTCaTlbWu88+3TimAk5QKKijWWw/AGeYkGLVNk8nEtUtB2WINdB3bSqXiNmUAToHjXOC89m3+ChLCcYQn703oPKQCyD6oVCqRsbKRHiQiCoUCRqOR95n8fbvddsYB+8DXVyTt2G/09Gl0m2+N0zCsVCpu7NKsHZIobA/7yGc4U2aSBCsWi47I8mzoAJaKF+edgooqyTlLGpXL5YhxGwfKsLOzM5RKJdTrdSfvtT8BOOWqVqu5vYiYzWZurvn6zrfnXUXQSFBQxgBwZD2dA9yPL8tI8OkG2rbFYhFLMBHUDaiPkHzTPZeEXRAEOD09dfvcZUai2D2dJEAQBM45qHqW3Xvp6OFvbBTAOnlH9Pt9t05I0lBeqUzjeqLB43PG6b5Bg8l6z6lHxkUl09jiWoobb73fuu/Pzs5cX79INEPc2LO/1fFF51ockQgs+556L+VKsVhc245SqYRSqYTRaBRxyHBOkwyyIFl0XUD90yebfFADlnOZY9Dtdt04qoOYY0PdstVqRWQC9Q9fxDAJHkYU00ng05n5Pmki/wi+CwksJWIpx/h5r9dz60mdTnymfn7ZoF7UaDTcs9iflC3qwLPr2pcpQVDGKIljoTovHU1678Fg4MaJY8q+ms/nODw8BLC0a7hWNYobWOrqJF3WkdrUTdluJdrm87mb0/oc6tEkcSxJFae/cd9QIl3bngSug1KpBGDphPCtOR/ZTVuWesFkMokQVmmwaTqVu7mGVvE7drQ1kG2D7EZFpXE6ncZ6EOgdtOAAcTJPp9MVQcDBp0JZKBS8xr9VijmR7LXD4dAxyIyksd5ibhq+wdRQNRoIvnfjZu/z4nKhaJia/s6+hxVC5XLZMYi+/h6Px2g2m07AqMeb91Qw0sf3HioMFfTWc96Uy2XvQtM5R8GblOrAhVur1TCZTLzhhvQsWuWW/aGhhD5QUNi5Tiaf7+drm4YxrktBU4Xj7OwMjUYDuVwOjx8/XiE9F4uF60Oy5mwTvRnXicQB4I3u8IFCUolT7YsgCFaEJ4Uq1zjllIJzMEmprlQqbrOMS5NQoojzlUZLnFHACAiLXC7njGqd3ySJKHOS2szNplKpeMlSAJHN3AeuUSqF9IwQtg26tpM2UsqmYrGInZ0dDAYDF23mMw40/JdtJTGVtFmy75SoW6fMKSmU5A3nPXO5HAaDgVMyGEnqMwaBZZqZ3kdBpUe9jJQ1qqisewe2h4p7tVqNeOv13SaTCdrttvt/rVZzfTeZTJxn3c6h6yKLcrkcGo2GI1c17JtzkvOZY3tRAmfdugWWBBL1rKRnMT2RpCXJD+sZ1D2U8pPzKm5NJDkNaDQmGZlK8qpBT9j3oqFGol4jMOKI6CSw/1RPUh2ShIHu4XY/13WuRgi91RpdQJkehqHXO01CqdFoRCKT2IdxctqCbQbgjTigEWnJQeoenMdpyCS9x3g8duOYBB+RxT5jX/rmNffXra2tFccdDb9arRY75y478uLTRFKJAguNEgSWkRTUyzWjgjozo50AuMg3RoUwOpf6i4K6Sa1Wc3uCzTCIQ1rDWtccCXT+nv3CNWptCJ1jWkrDJ+N86x84n4dp9jaVT3TYUWdSAnlnZ8eRknaOrpuzo9EI0+nUGw1r4ft+sTiP4GcWDMfAPlf3B/6t/aPOCwZB+Ow3Xh+GIXq9XqRNSuwSNiqe0WdqF1Nmk4DyPZMEsQakaDAA9UfKb8oV6vX8jnZCHInDPY+/p57F/lWHYRq7BrhAJI4O4Hg8xmQycYNFhs1OBv0Nv7cbnW6YNLDUgO33+47tbTQajq2vVCro9XrOmDk5OYk8u1QqOe/m6empC4/1gQKIz53P5zg+Pl5h7hk5QuFnQW8002YsuLG1Wi2nLMVtKlT4SFJxYnLQR6PR2oXMqBdV4Nn/rVYLw+HQGwEzn8/Rbrdd38f12/b2diTMf90GWSqVnLLy7NkzNx+YPmSFIKN7OEfG4zG2tracIFBoOkOtVnPhnhZ7e3vI5/P4wQ9+EJmLmr7mu7++D5UoIg0x0+12Xdu4ZtaROHq/k5MT7O3todFo4E/+5E8i15Lwa7VajiHXsdCIhesAjZIhfOPVbrdRrVYjirF6IfP5PMrlsleR4EbTbDadoFblezabrRCcQRC453E+PX36NFbBVm+VKgyUE0oo0sCiYehDtVp15IuCURpUFpLmHb1ASkpa+NIfgeW+wEgMEjhatwXwR+2NRiOMRiNHssZhOp26aBx6P549e+Y1SKiU0TiifPYZS/YZ7ENuvgAiXn6rLDNiIC58XFM97F40Ho/RbrdRq9VweHi4su/Qi0hSEFhVvNRTRqhninM8ac9QEqDT6UQMYkaUVKvVyHoZj8fY39933x0eHrq+nU6n2NraciHWRFL64VUC+5LjOp1O0e12XZRdrVZzSllcJAhDxKnUxV03m81cdBiwugZJLtBjrkaM75mWgPbtlVw//X4fp6enXgNaveuavkHZpd5ZAInvCCwV9rSRM0QckaFeeCXN15FqqrhTbvJd+v2+WwN8rkb4MYrZ6hLWkCRIojH6jTKUYGQJ0xG4RvkOSQTOzs6OMzC4lzBNQXVmldd8L8rM0WgUSdmkfF5Hyuj7Kfiu7Mt1YP9Rv+MeEQQBDg8PMZ1O8fTpU4zHY9RqNVQqFbRaLadPct5yf7RpO3/VUK/XIykwJLrseFYqFTSbTUfuWD2JezZlAKOdfPNCI0NGo1EkFRtYRjJwbDWSkJEZFrQ/8/m8i2RgmyxodNu9h2ubbeTfuqa0XdQDeW273V6JlOP+TlmjawmAM+bH43GkPYzqUDI9ruxFEjaVoXRAcQ9jOylbGCnMMh5Jtqc6NrincQ9M0jspV3wRc5rm5ZtbnL/c++iI5HuR4AGWjm2mdOmcDoLABWjonKPstxGewHLOcM75sj/iImZnsxmOj4/dPNb7pcHGJI56MzkgDF+ll9suNH3ZWq3mJjhBA56KNb1/vtQGXsvrk9JigOUCp3JNVlJBhtmmJwD+DYo5ixRIFhQ86waCm2Cc1xVAxFgkS8y2aqTOumdZY4ObP9le66miZ46LJukdKLj57uvAHNCzszPnhQbOBSxDlJleEhcBoUw6QSXShvL5QHKvXC5HhP10Ok2MUFJYZZbKmi9sjqDyynx03/xRMBqCbXz27BlKpRJarZb3enojtf1UpoFoYa3rgDQeD84JvreSMHpNklFPTwkANJtN9Hq9xAgUhsZzbSbJKPUU+0gI9ZBxYx4MBrGKL9eOlZ+cF2pM+cA1yM1301BieulUCaHRwudqW3x9Q9kUtz7ordJ/+96JihXvxXlAT7MFr7NhyrbWkHp2bLRTUjhsoVBwdTQYpq6gElWtVr3vrF469qfKRx+BTNnPvlZDNG5sbTSOXkdjTtHtdl29He4JSuJoRBD78LpE4iwWC3S7Xfe+3Fu5HwyHw7VecdUX0uw7nEO5XM7VKABWid+ke6XRUXjduqgLGswkr/v9fiQKgmuObfTJObaZRl6aqJI0oNxm32iNFgCRec6xU3mlsijO0LVQoldTsfT+PvA7jZax6PV6LrpRo7t8qFQqqFarEX3B1lFTzOdzVzeNtd7UyarGsSVzfKR2HLTGEqMetF3sb7t3KvFNo5p/+PvT01P0+/1Iij+NWRJljNSmLXKdonAsrC7Ltch1wQgCOomsHkJnNb9TfUr1JepP1NmBVR0ZWNYo0XQfgjo5yRzuPRx3nQu0g0hqM5o6rg8Ype6bn5SVSXOXEaV8js4dkuv67hpxr/bUOug62ISAoX7A8d4k+lCzQqgfqKMTgIuSZn+Xy2WcnJx4CX3OJ8qDNCQtsOQUuD4pb/UZuVwOrVbLzQvtIx+ZTV1H5xnJNJ+8CsPzlC9bSoD7mC8Dw2I2m6HZbLp3SgO2fV12hsVGJI4qkUogqEc17uXomdAaH3pfkhLD4dBtsL5aBdPp1C1YKtNJRqm2l0XtfO1S76jCPr9er6NYLLpiksDqRujzcCnUEz6fx9elsIo0P+NC40Cnrdeg4ALVsG8V9tPpFP1+33l94kCvLaMD0nhlaOT6GE0qeFpE0Qf1inEe0vOlYeBxmzMVH3t/m+ebZGxQuSN0EyAx5lOuuJHwGb55rmBfjcdjDAYDnJycIJfLrUSX8N5nZ2eROaERQyQCrwu4Btb1IZXNOBafHto4Eoefk4Ck4eYDFV+uKxoOcV5uytI4EkLvSeIgaVOkcmE3DyWy4khGPlPD9O3813b4oMWUNVVW5RXbEDduSjL7QKXIt58ouD+pRyrJQEryBNlrfESvhpn7QNKl0WhgPB6vzCHWofHdn3sFvUSUVXGElAXlnaaDxNXt0pQw9h/HMgz9tUU0jcVGUTG6iu8U1/9XFZyPCu7daZFWgVPjq1wuO8Nb50qcQZLGOWGxjuzh3FBD2ecMUx1Do1b5txLWSW2k/AH8RqKCRpcSJ9SnNDqQ853rSIkm1RPijEAAzrBRg4prSKOT1hlWcetLoYSUTSlgHzHihG3iXkQPukZE+tq07iAEGvTUnRmdoISfGpTUd6gvah/56v1oehkdEyrnaPT0+33nSOQ8nc/njuwClnUuNCKA/WLrP11lqAENROVAPp93RWo5Dxhtqyl/1objHAaie1/cPJ5Op85O4vhzvlJO6tzTdW/1eo3Ap+1jCQdNhYlbN1rnxxfFnIbsmM/nbv1bJx6dOXTSWJlpAxcYSZaGENbfWIdKuVx2dcPYPjrw0s5l9jn1AiXTC4WCI5845tRReBjDeDyOvBvlV1rywoL9ykixXC7nym4A52PJdPrZbOaNWlZwLNL2MxFX2kPHXVPGtJQLn6eHfGgbSST7nBWbOk0vFInDBhMMx9za2nJeapvWxJNM1INKUHjyJRnOSXZeQ7DJkDFMzQ4MhbbdjMfjccRjynuo8eTrPN0YWImbQonQf2t0R1yeJ6voM70rDlSOfGGoVEzYxrjfxxV1orHBTVKFKAXn2dmZ82hUKhVvW0kscEGlYY45br6IK6Z9UQGJM7qr1aozMNl+ziMajUzn8P2+0+kgl8t5jfZOp4NarYbd3V3cvXsXp6enKykzhBXUwPIEGIYk2g1CPajj8Xgtq8ucyUql4rxMScqkZcdtH24qJK4abAHdMAydsB0OhyvKKcPs0/TLZDJBtVp1bL1vDEjesQ28vw0bzufzEaPfKtMU9BzrOI84FTduePP53JuqosRhnPeWCu14PHaKufaLypQ4LBYL1Ot1NJtN1Go1PHr0KFK7h+uS94szLJM8pHxHjSIsl8uRPlZil8o7U93iwr3V6x4nexht5wtVXqcoUOFhtA2LcBLD4dDJrlqttlLzaDweo9PpoNVqOYWOBKSGQGv0FhGGIcrlMlqtFvL5fCwROBgMnEHGFFfOYS2yaNHpdDAej1Gv11EoFNBqtdDtdh2hrO/Jdl9U0buqUO+ykl3Uf9Io3uqx4zqK2+csmObNdc0Qf4JOm8VikZjupk4OYJl6zrlNQ0Dn37q6F7rmOI+ZoqFGPxAlfxhNDCwVdspLrjcr22ezWeIpIhZ2H9dIJxpk7XbbEZWDwcDVDvk4T4X07QXUL3K5nDtZz0a+89pSqYSdnR3Xn6y9kSYKSh0olixQslYNT36m9ZCY7sQ0MqbsUL+r1+solUrY3d11c1ZP10uKoFVCQGU1bYLrBsoUkpuU+dVqFdVqFfP5PFJDjkakby/gHkddhsS/RlzFkc4ss0EZwT1nsVi49BWN1CCo4/iMW+pw6viyKbpxYNS/Ty7Z6HSr01EupUn/nc1ma9c7937+ob6ldijbydQefs5203ZJSpf1QSNJuBfp2uV40MFP2aYkNAkJrnOeYqlkSVzqUBpoG9hfTDWmjdntdl0GULVaTUWOvwjinPnci8lX0DFGUo/9be14RuqQr+h2u26fot2f1gG0cWFjm7qjHccQX99mTULGZzxouByVbn2mVfL5croBEGTkeUwUP5jOAAAgAElEQVQrr1OBTeHC3zGEy4aIA8taCPP5PKKAr1PwSbT4Qs3Ua7EOPgFJQ05D6n0g+5xU8V03VdZfAZZEWpLHnWCuf9pJR0Mzzmi2xFrc8zXklkSVRhUlRWhxzOMWPvuYwun09DTRyNeNgYoDPQU+EqdQKKDT6TiBT8Pal9LHPE8a9ZyPcYqWDT20dU2uurfJQglIX4qahpn6wKi/tJsOPc28nx1j66WyXhj+xj7Pyk7+TteDz1vIzS0MQ5f361Nq2QdcI3Y+cy3xD6/Vd+HcS1oLWpfDKkjaR7pe4vo+bn1qlBs3ylKpFNkoSWzl83l3IiEVmKTQacrwuHaxf2iEbAKuW4YIa99okX6230c2jcfjSJFR9aQpiZPP52PrUMTtX0DUMGQ7bVFqH+jcIYnHdAetkwJEC3n/VYOdL2mjT3zgPNQ6DVRy49YnozdI1HAv5t7CFBp6m333oeLOel/dbjcit6h3AMvCmmngc3hQljOCVNcL5z3nNHUFrvWPI12PBjFJf40E4tqmzCPRleb9NcUlKYp7HdR4UseW73nUTzQympHpjJrg/eJS/lmsGIh6qZWotP/n/fhvPovvrf3F6Hw6bYvF5eljlL8qV6zTQaPsZ7MZTk5OLty3VwHsEzpsOJ40CukA5LhzXOzY0pHK3+n9qOtzX6CdY3UX9rNGi1BeMTXPYt1aoW6jkXI++GpzzmYzty5JRnEf5+d8BnWcNCU70oL7rhaA5vPYjz5diWOkeiTJtYtA9QVG2ei9bWaERkmyjyj3NIKLa9JG8FgZRJIZQIS8isN8Pl+JWOb4c23zMIWPg8hhYEZSTTs9CU+RFDHPeoMa4Uz9NMl2tdiYxMnlcrGbY5KHl5uTJVQI3pMEjk6oJGXaEkYaXtftdh3zrPe3Xnd6bLhJ6PtROVCFnd5JX10M9XLEgUqT7R/dgDRkWK/RwdZonDj47kNwcVGp0wnabDZdzvi6XE5bsGsdtFhX3G/UWLTvSAZZSUUKAoYKM6eWEUUW6xQlKsOcE7VaLXFB+th9X6qf5pT2+/1IlFecJ5bvQIGpBAIRF81w3dKnfODa4XyIIzmA1fzUXC7nPB32+Ou4zaXf7zulVkkBXfv2tzZCxHoqKLc0tBtYRqNYJcuXr8s1oUct2n6ynhfbF0rQxBlw69IrdCNKkj8aph3X33FjoFF39Nbb52guP5V9yv4k+cz+SSIafAZnGnAf0bpB2l4dQ3pzfHKKKR5ae8PCl4pKecZnKRgtZh0mnOuWKLLP4j3p8WS6CvdQVeri0guvI9STqVCHThrDMs7rTRKDeyGJA5+eRWcHPZckHWgca70K3/NtxJ9PNun7UQ4kKepx3/P3XCeUjxplxn2WxOhkMvGe2Pci4DNzuRyazaYjERjNwD92/9CIvaT347+JTRwKSeC4+Ahb3Qfo0OL8olwmCb9OXo5GI/eeaVLFtK4Nwf7yRZpSdpAAUA+8FjHVyBL2N+0DOphZlNWX8ncdoHYKx441qqyDg5E5PtKXtZRUJ2D/+tJCLImjmEwmePr0aST6ljZMkh5hwXbEEZO2Tb49mvurRhDa92Pfcf5fpC4gQQJAU9a47qhjWJKIewXXHdt2GfOVfafrUKPkfNC9n79jP9K+4B6kdhujeIIgiKRccY+inLsI2c42M0uBTqNOpxOxoTUIRIlk6k3WvrSymvfg79aVbfCBv/PJdJ2jnAs+3SwJG1t3SUV4B4OBl5EqlUqu0J0dMI1W4CIiu6+TAfDnP1sjdTAYoNVqOY+8dpwWs/MpOMPhENvb206ocRICUe/k2dmZO8aw1+tFGOXZbOZOzmJKjSIMz49Om06nLpWJ/UrlXY8kVqQxoBQs+qReIxoHfB+eoMNwNbaRhu3Z2dlK9W6LOOIuDjqm2q+aDkFSyGeUq7HBRUxl6OjoCMB5f/L0L5+g0Bx+HxhuSy+QzyAiKPD5Ls+ePXNF0Gy6GE/UAaJRBq1WC4PBIDZkU1PffIZdvV53/Wajs5R82lRAXAVQONOo90UucKztPNjZ2XHzSed4Uh8xfJeKra9mDFN2FJwPPoVnPp9HikkyJS5uw2DlfxahBOAUtt3dXczn5ycLWYOc0Y4kklWm8j1sSoO+qypeGmnDeUWDgAXL5/N5xEAkLIFlTztKC01psAaTkqiqqKh3SWWpkhS2LxQ0NtaFMTNCQou3A8uxtvsZ70elKAgC54CwMr/b7UaKQKqCC8BF9VmQzLLzm0cXA9G9kcYq28RnEXSK8N8AnNFAuVMoFFCr1bC9vY2joyM3JtclnYHGuKaT0LNqHU2c6yTSmL7iU/A0ms2nOxGqczEKptls4u7du26+dzodR3T49pg0Y6FEBdcblXldJ2xPrVaL1JXzPYMh6FxzVqHWkHolu+hkoRJ8GXuaet11jvOABRLFTPdhnQaftzkNkuS7Ra1Wc7LJ57hUY8XqiIyYsLo798o4OaYF3FkUNm4OxumkKpfX6Yj6LBpX6gTg860zjeQa+8fueaenp27Os1aLFkLms32lC64q8vllfU/b7+vSJTmfuJfH7cvUP9JEVcaNPUk5JQx5b8oNOok1WlD3YBvRw3lNG9A+m/OIxIqP7FF9YdN1TUOcKcV62htrxeihMWwHSWg7v7e2ttyaOD4+TiUzSBzQNlFCnO/LdGnux9QL1BFImcK9TGWIRn1Np9PE097URtf+v3HjRiQSlfKdZGEc2cp1yj2B+8z29raLwiT5ryQvnxMEAer1eqS+4Gw2c7oLQZ3awka/UkezcnBra8s57Wu1mhvjbrcbcTbQQREEQeoi0K5vN7nYel0sk0pF0hd+FhfqpJOIHcYwbDKSHCD+XsNoKZAIEgq+ug2ckBT0Pg+Z5gqqomLBEDhONG3DYDBwi45ttArMfD53TLiGHfK9fJtlEnljawHpc7iQaaTY65QsU5aWCz0NU0rCJQ04xj7PpM4pEl0WXIQqYKiA2eviNhj1HCWlcqggifMcaN9ybvV6PdRqtRUPFg0d21cUrHFt4fjEpTXM53NX7MsqOtpmhh1eB2g6oRKQPqLXp6xqZNNFDUqfbKCXsNvtrpAE1ghWMB2Q9UeSjr8mrKFOcrNara4UUyPG47FLIUtDRvCdmG5KxYpKtkaD0MihJ4l7RpKipx71NAqKRj6pt4rrnffgu+m+oQqbL0rOfkb5bQ0gjViKAw32XC4XUXA453z9wP1O7x3nBWeKgXrAFGEYol6vr9Qj8kX8KTFnSRyNovHJWBKPljwm+v2+28Nrtdq19IJbks4XDVIoFFx9IWB5eIAPTGXgnqxRLUA05diSrfxO93CtH3cZ4DqiV9unV+Ry56eIBEHgyCoLEks+qEdVUz9YX2mTd8nlzo9wbzQaTvHWKCSuU+oUWoeMRhblgEZhkozTlAMgOg5MYaNTUFN+dT3xGGVLoDOajfeyx/SqDOSzlcxmOzYJ0QeWUaAaVUnPus9Z4utzlkfI5/M4PT2N/Y0Wc9e6K71eb63+SeMyTdrLYDCIROsTJAiuC4mj0WqcB3S0xJGemnrFdZYkp7WvbeR5GmJV0/g4dxnpxzWlez11EL6b7n2+qH5rJ1hoJCRTi/hvkkpKKiS9z40bN1zkKWULZSRJGx6ss6muaevLpoESIkljGDffLxIJmBRxGbcuqT8CSxuWAQeswzqZTGL7IAxDt7fwFD7KaWY6+PQScgT1eh31et1FPa+zjex+p84z31yjXNE5zf1E15fqz5tiYxLHvhBBBZyblQrepEmkIU+aOsD/03jVGjNcZNwg7ADbOhKEhq8z3HuxWEQKUelGrlEL9l7z+Ry1Ws2RHDr4XBhkg+Nqo5DIoJdCq4z7NlwaeD4DQllB2xe2qJ1vQpOI4veDwcAtpjQLel3IrYJGRJqIIh+7ORwOncAElsaM3ZgZBeAD52q5XE4kTkjkJEWgUcGzGA6HKyQUDWE7F0ajUaKyQnJCT5pQ0KDmnKSyZ3GdSBxuwOwbzn/bN6qE6m813NhHmNi8aiug4zYshs/acUrj1eF7FIvFtSROHDkyn8/dKVoaWm7fzUaiEL71QBmsygwVQlXC9FnT6dSti3XvTTmf1jNN+cHna20Eff5gMHAbJmWJen7sPe3n3Cd0bWrYa5Js5Ds1Go0VEmc2m0WMPoLGkfZz3F5A5TVuvwPOPc+5XA79ft+Nl4/c456ickxJfRvpo+0tlUpOrsSRU4PBwBnRNiT/qmPdurZGAWs6xM11JUz1M455XD0I6lE0wFjQNq0jZhOo3GUUsbbJpgldRDklGDnBvZyKsUYSVCoV1Ot1VKtV7OzsuMgZRsQyPYTfkUjVaBSOBz3owLmu8vjxY6fgP3nyxBlonMPcX+hxL5fL2NnZiURd0kBut9u4c+eOi8ZiEfBcLucOwxiPx072s3+5ZkejEbrdrmvveDx2OtpkMnHHzauMC8P1p13FQeUbiUUijowGounB1NPomPDNe0014b3XkTIasaN1A9fpq5Stds5ep1o53HtInsc5sgg6HDSaa13dGQXJDz47DYFDwoNzmBHMtGXUycr1oHpbEimtBEycrOQcozOfMoZ/c+2SIOIe6sPh4WGsI/26I43OputagxsoG2nXU6dbLJZ19bimlRjz3Z/30gCOpLbRxvU57+LAQ344L9ftrdPp1B1gwTkXhqE72YulGdQpuikupVgGPQxs3CYLn4PHRQssB9xnANkoHF+4HA05m06lnmHex0ZEqELGTcpHmkwmE2xtbaFer6+kYvB7YHkMozVQ6vV6xMBXwyCpYK16pBRJk9UWirO/pbGlYcHqrU0znmmNL8B/dBvgjzTyeZipQGnRNV/KAReNJRWBZRpZHMmjbUpSuIk4pUP/z82B91Qlot/vJz6DY1KpVLz1eTQSgZ476524KNP7skK9TUC8MUVZoRFuXPv0jPjmpBal3KR2RdycYl2jpDmnhTHXIY5UnEwmaLfb2Nracsq/VW5pHKQl9Ch7fc/kfLZtohJGxEWysV/T7hsa9cE57/MwUvnjHmG/jwuhtl5uey33D675uHEgaWTHm3sT+0RBb6CmXPrkGuV1kmLOKALKGcoYXzomlWIlD+hIoczyEerA+Zy9c+cOSqVSrMeM0QP7+/vXKm0hDbSWQBoyhcYosCRmNM0v7h7WO5jk8SVRnBSNSoVV5xqwNJA0osoX2TUej3F6epraEaTvwWhsnuRJEgtYpozt7u5GTsDhmuQpomy3Rg6enJy4fmL6/2g0wsnJSaSAK48JHo/HePz4MQaDQexphABWZKnqd+wjEuuHh4eoVCqoVCrY3t52Sj4jIBaLhYvWocxle+jI4RiSEOQ+9vTpU0em9nq9yClOOvYaOcG5tW6c1LCnLNVUTo6NOrWoR1JOM3XO6riUO7PZDN1udyU1VkE9mVHJTLcBlkTTuvnGPuW/X6TuycsGrgWNdPH1eRAETgfWPRLYLNWPY5W0R2gEg2YuqFFOokR/w7YQ69rEdbKuPbVaza05liLQsh7D4RCj0Wijk+U+afJma2vL1XpiqifXKMlg/v2yYLFYuOAJn92sCMPQvV+z2XQyzkYiKjh/kvQyxWg0cgQcSfE4UM9kVGtSTVeCp061Wi2nB2pkHPuCnMVFZNALkThMCWIoatIRbNqpXDgaQkQ2FoCbhATrKfDlyVip0LHtWiwWqNVqkY6hF4ubA9l7LSZ6dHTkwmuZBuULje73+07B8J1qRW+aKmQUonpv9aLyVAUyhD7EETxJ0U7rQtcZtropVMhqeDW/0+9p8GjKFIUer7PMelL9FnrQKKx9RMvZ2ZnzdPnA+jG2mDVBg4chvjaHms8bjUaR97XtBM7nf7vdRqVSwfHxsTvinPfQsDofGRSGIY6Pj5HP511OsK6R+fz8yGXWSpnNlkfYsU4Q5/cmhNvLCjWg1wk+hoBTmVSlMm7e00NDuRR36p4FQ7I5t1TuUUnWOhEWrCUSp8TSgKFh4hvLwWDgjAS2xyoYWlQ7DbSWiv0dlWANb1ZCRBVDje6w3nx9ZyXouHkqqZzG0xKG/mNkk9InLWzqERVifkZDKG4fOjs7Q7PZXHm+psuUy2X0ej1n9PZ6PTSbTaeYWbmiEVA05CxJyes49uxH9VBakMxnfS8l5ihfuffqHHj06BFef/11V+/r0aNH3j2Hexv77TrIoTRImzpG8oLzQj3bjATluqEhS+/luvQWrXmn3mxg6Wji/Tm/+b06jjY5AWQ2ix63Sy93vV7H5z73OXfKE4/m5r53eHjojug+OTlBv9/HcDhMrLnwsoGkj6Lf7+PZs2f44IMPPpZnlkolZyzk83m0223s7u5GZClJEsoJyoM4gp4RRkEQJJ56xvmqzixfkWLuEXt7eytGOnVhlWHqbFVCgnuGEkgkAR48eOBO2Do4OEgsDq/EwnVALndeH0jJWfYToxT4R2vfaSqR1S3XwaeD0a7iH2BZK83nGPEhjVNH34l7sdbJYQor9XfqTbo+Dw8PU78rocSrRh2SANbUGcq9drvt+kKjW4FogIHVsVTvYZ9Rr9LfqJ6ws7MTG8Gr2S9K5HJ90eHjW78apaWEShAEzmG47sSptKQSdS8S5L41qinrYRi6/cYnpzQqUHXntHM97bqgvkc73kb6U+er1+suo4R1NoFlnai0+92FSRzL5nNCckCToDnBnNQ2skBDWxl2pd/pSVE+Y0eNNQslg3gPZaJpkNh6O/rus9nM5dcm1YLREDDNreY7aJj6cDhMFaK/KVRh4wJm/1pyzcfAW4NTSTXdiG04JQ0H9SjN53M0Gg0XtaXkHRAlhjhOFDi+8dT/swCxEiP0aiUVi2o0Gt6cfbbXF/GlRAs9dklpDxqmyvQ1H5KMGwqEUqmEZrO5IlB4whqNOV+a13WqRcEIq7QRHAqrLFrwaPmke1tyAVgqorre7G/4/HXtq1arKxupykMlSBSj0QjPnj1DrVaLbX/S8+0c5LxW4sCG6+tJIazto9E1lDv8TqOcKCP4nkqY6nNUzqvXmtfx3779IK1nxgcbyegjslRu8flMXaKnjPKF769ptrqHKMHNlFtf1BANJsBfk4zRH6z5lOb9NcJJ7wMs5zujIrRNR0dHLhqH6We+udfr9SL1Di47zecqg3sKDS6G+dtilxqWzbmRNLYaqcJ5qV5EGxXGtaIh3nzWOllrT9cDzutF7O/v44033nCKNL2w/X4fjx8/doWPh8MhHj9+fOE+/KuM6XTqHDYWTC2jA4AGmI1WV9D45Hqn99wHymKrs/muo/GpaQwa0aXpENwb+J3qlnHRMzR++M65XM6b6sm1lqS/XzXQccE1qzo4/1B2qw2gNfLSGNnr9lNmS7BvubYvM9qJBJHW1bHRESQb6CS/CGq1mosI4d6lDhZNGVU9YLFYRFI5gWVkBsk11a2YYq2/1362kZbUIUh08Hr+nuQs22VrFgGIvAfXHtOjz87OMBgMXG1H1f2CIHAprDbCn2uUNiL3G8r8JHKCc5RBELxPnNxR/SdJJyPUQRJ3oMCLgHov62L65hwjfpR8rFarbp5uEgUHvACJo/UoVCDECW+LxWIRKeCpg6QTQokBBSdGPp+P1H6wtXis0sHJSAXy7OzMMafaeUqyEHxfKt6j0ciFttKTpd5LfTa9Wcyj478t1k2qTTyY9OyRBWy1Wm4B5fN57OzsRFhoPjufz+PWrVs4Pj6O1GpptVqoVqt4+vSp+w3fsd1uu0isYrHo8v10o2V4dLfbdQUPadRp/2q0jgoINc58hpp6Evjd6ekptre3Y/tIhUXckawayq2fq4D15TNqnSJuquPxeG2xuCRFmXOaIaAWPO6TChdrR71MIZWXASX21oGyRvOwVWb57l2r1dDr9SKeEt91JMy0HaocaTu1hlMaqJddn2nlnAU94EyFuQgor3Te8/+c0wRzl+nxnM/P64VpOhevb7fb6Ha77sQXnt6kBMx0OsXOzo7LFya2t7edMqhRfFQo6A0Kw9Ap75R3vD+VqTRFozeBj/QAltEn3KSB8/Gnp1gNcQXXOYk4X6QF5Z2mOChJyLmj9bx885jzTMN6faAsZgqFtvnJkycu9YYkv0/x0qgg9kGGc+iapn7hI8O0fkgSic0oCj08gs4iHTtGwfA3wHKcNjW67N7GaMBCoYCTkxPnjf/e97536WvwMsEC1LPZLEKg0ZgLwzASeZ7L5bC3t+e82EnvpsbYJwXfqbFAsr5Jw5g6EPUk68yKc67FzUt1wjJ6h/JEjTF6rLnfqNc/iUQ4Pj7GZDJxRU5Z64UR/772XBdQJui+zXenPkIbZDqdRmoXcY+x9dpULml6ZdIcZ80m2olJ12r0Vtyc4XMtmaz6Od+Lz6WObvUVHwqFgjtNj/sq9zJ1lnDOcf767FLO01KphP39fYTh+WmjH374oXtfRltwb+Y4MDWQeo2tX0d7t1Ao4Pj42H3OaCNffUfabSwGz2fxlCS2aW9vL0JS0QHMbAQdG+vM85FZ/MNoKI0WPj09xcHBAfr9vtPfNGqJ+1QSgcP+9tXZ0rpyOqfZpo9jzWvAgkbbx9UJ5HvxnQG47JyPncRRdpwTsd/vo1QqOePSV7ODmEwmLne5VqtFJiOVDv6eygQ3VDXilfm0xg5/q222YWcaScGQLAp5pnRpu3lM42w2cxsE295oNCLMHqMmuMkB6cIDfbhz5w7u3LmDb37zm6jVavj85z+Pb3zjGwCAL3/5y/j617+OO3fu4OHDh5Hf7e7u4otf/CJ+93d/F8B5iB0XbbVaxZtvvonf+Z3fARA9SveVV17xKiLb29u4f/9+hMQhbt++7ZQajtcbb7yBt956y13DUM92u40PPvjA2y9pFIK40F9uBFxAPJ736OhoJR0KWEZgkezwFf2lEmqNZk2T4jtrmyiYWOOI7behvSTl7PyOgxbS9kVtKRHJmgV7e3vuVJiLeiNeRsQx1nbDmUwmjtBkH6t32YJ1CnSexz0nLlpH5yiLmlImUPGwEXKVSiUy/+x85XinJeQ0Msv3nrrxWrImLuItLky11+tFnlGtVvHTP/3TePvtt3F0dOQ2rN3dXVcs8Cd/8icxGAzwzjvvuN9wc/vRH/1RvPPOO06+kvD9zGc+g06n48aGY03S6L333sNsNsPu7i7a7TbefvvtSFtff/11/OVf/uXKO3zmM5/BwcHBx0J29no9p6RQaWO628OHD3FycuJNBR0MBhGyW/dUkikkJ6k4hmHo8qwZxbFOgaV803orlF/cf5lKwSNTeW/i6OgIo9EI7XbbKVVUVPk+3E/Ua5/G4XPVEARBpEgo3zuXy7nDC7j+WXvBjpElyTjeNoJQ0wionFPeUKFflyqdJpVEFfZ1EYqK8XiMR48e4dGjR6mu3xRU/IGll/XOnTvOIAPgZMXJyYlz6ty+fRuf//zn3f7853/+53jy5AmGwyF2dnawt7eHXC7nolvOzs6cQUf5yONsB4OBS53I5/NOj6CTj+PR7XbR7/exs7PjUiqPjo5cFOOP/diPYbFYoN/v41vf+tbH0l/roOn/o9Eosgcx9J9EONev6tFpSNnFYpEqfV8dwxp1yiiFJIcm02WYlsrUvW6361KdFYwo2PR435cN+XzenZqbJkqZBq7q+sViEe12231Pw5/EiO0j6zgFlmSS1ZspG/lvrlGtW6UEAfUX6vZ0ShB0tHMfIYGluhkju27evOlOMGo0Gi5N59GjR05X1ugeTQ9UQsJisVjgo48+8s6dy44qnM/n3kiWpHnb7Xa9v9G9d7FY4ODgwPt7EtfsB7W77VjZ/3PP6PV6jqRjhNzu7i4ODw/dWiRpQ3tNdTHOPytj4ohckjZMWwKWjjFmxXBekDTRecSx11p0Kmv4veUkSqWSCwoplUp49dVXMZ1OcXp6upK2R2KdkdrWyZwWFyJxtIhctVqNnMbE6Jgk0BNHRleVCA2lBBBZSNpZXPzKHse+ZCF6zLc1Usi6+qJ29Bp9LzWkeZKMJT2odLHtF2X/Wq0W7t+/jz/90z91DC/7ge/jW8T2Pe2Et33APlSPriJt5EPctVwUcceDxn1mvQr2ObyO78fFSCOZpJIKfw1FHA6HaDQaqFarKyQOI7biPAn0DPnaTUNGU6/smLBP4jwRVlHh2Og8SALbwc3nupA4cQQMAFfLhiCZynHS0GHfPWzhVZ/Xj5uVLyKGxpR6DqnscnytZ0fbR1iPmi/qJ25N0gsfp1hzfcQRzL77xq19NUIZhUHjPS4SEliNOrPvrzLIF+kELFOvbDitygP7Dj4ZoqHflwXtw/F47Dbq+fy87setW7fQbDZjc/IHg4GL4rPyWKMxuAcx6lFrXKQhSXzRs+wnTf3ltXYv5PqgbNF6UJyHlKM6Fy+aCvmyg3oR9xdGlzFFScPbgXTOHV/ElnotgSWJwb2EZOmLgHNA07E4x9TI4ntyf/+kxtam49+4cQP37t3DcDjE0dER/uzP/mzlNwcHBzg4OIg4mBTdbhfvvffexm3RugaETy/jeuf1XFt/8Ad/sPEzLwskZ5mO5ZOd1KM1kkiLW38csAcLxO0DcWCtF43gYSShyiLWqrvqoCHpOzFuE2hdE43Us2Otuu06ME2Hegn1J3WA6slU1FnDMEysE2odL5ZMmk6naDQaLio9CAIcHx9jMBi4vYrRKq1WK5KSRB2F/6ZTQyMVSbwSTMW3NsP9+/cRhssyEk+fPsX+/j5qtRoGgwGOjo6wv7+P/f19Fxhx584dvPLKK6hWqwjDEB988AGePn2K8XiMX/iFX8Ddu3dxdnaGr371q3jy5Am2t7dx69YtPHjwwNXg+ou/+At0Oh3cvn3bFRZ/+vQpyuUyvvSlLzkn0De+8Q3naL99+zaCIECn08HBwYE7sED1bp9zXf/N9Ub7mvOR9f80zZx2P4kkO6bUqYHkU/GUwOMexbmk7dVIIRuJqmOu9bgYpKHzQtMT+bfqYdRLk9YIHW0+GyANLkTisEM4COqlHQ098P0AACAASURBVI1GEa+jD+ygIAhWwqWU7GDYmRWuPCKSSmFSyK8qS/oM/Y2e287fWOHEGgyqqPCdqZzZPqIHPE2ExTqw2DIXAN+Di8vnQZ5Op5HTQlTJmM1mkcgdu6F99NFHAKIkQlLhan3OfD7H8fGx8yLz3SeTCU5OTrC1tZX+xZGs5GrIpC5Ses50nBSz2Qy1Ws0x+yxAurW1FXkXelKTFJW49k2n58fG8xqNwCCY28p5ZQ3uOEOU33GOxdUzApaeVh8xd5WRlMuvzDkNGnpEuZEnzSvdgH3hl9ycrJGkxdMUPs+6JVitR9xukpaI5DUki22KBI1HC/Wq23spKcr/+yJzFPqMRqPhitsdHh6uELYnJyduTvO4XNsG4NzQ0jGg7LNRK8y7tgXoNY9bn8/C0QqV1ZcJ7UvgXEZTiep2uwjDEDs7O4n3YG0rS7jTeGXkoaY6aG49yZSkPVLliGI6nUZIAl4LRAuLq+KhY6CpGL6+va4kjgUVX8pnrlWts7ZOHqlsp7dd03U1FWU8HjtP/IuA3mg+n4QNP6MSrCHknU7nUvSdtLBr+fDwEL/3e7/3iTz7uoARd5QhcfOmXq87EgRYkvCfRFrcRR2gYRi6taAkjha61UjDqw7uAevexZZ/UGgETS6XcwSIjdwNguQ0KUWz2XR2mzpv1NC1dXRoe6R5nyTUajXUajWnD2l9nlwuh/39fdc27p8+soZyTe1Hvse9e/ccGTIajdzpV7VaDfV6Hbu7u3j99dfx+PFjzOdzPH78GP1+H+12Gw8ePMAP//APu730vffew/vvv49cLod6vY79/X3U63V34AUjWU5OTiLHs/Oag4MDNJvNCMnOvuaYLhYLdDodHB4eOicvbabZbIZ79+4hl8thZ2cHBwcHET1A393+4Z6vRAevVYKF79poNACc6xo8bY5gdCPbRz0iaV/TGkl0JpCgZeQM/7BveBgMdWLOO/YXn82jxbV4syW1OUe4TjqdTqrIVe7fF3EkBptstkEQhFQgyV7WajXHDBIseDQajWKrOVcqFWxtbaHb7UauISMXBAG2t7ddutbBwYHrCBZOTCPYqWD46gkw55Gn/QwGAxfud3Z2FkkRYLqVhqfTQPdFlsTlCm+KIDivz7G7u4t+v4/j42O3OH0C2Hr4AURqorB/4yIQuPB0wbHSOYtyUeG0iqcVFmy/FjHVz+1pKpv0iS4UbYc1nPgcCmOmc3DzYehzo9HAZz/7WTQaDXz96193z4o7RcgHkoE6H9SrwFM4hsOhO3oViJ5ws8l80aN/NV3QggKKbXveP1c6jyGXy4VxfWWVNPmNO7GLoZXW2OEYrqtCb+cZiWv12HBzpdxQUIbaNLwk7OzsrORI7+/vYzabRVJSOS8sWc1waEvQrHvPuGuUHND35yap/co5yM8YsUOw9gsLhPO+SgDYqDRLTvhkLscpTgYlFfb8OKHv8sYbb+Cjjz5Ct9tdITza7Tbq9TqOjo4cKUwFjcU6VRb6yEAWL0ya09vb297i7jblr1wuO68gjyyPm79Uwmq1mvMs+vrgqsuiIAhC3Ts3AfUpOomszIqD3eepvF6G0eNDEAQuLYWedDVyGJn8skIdgSTgS6WS25/5HhxDeypdHLivMrKXDiXKf40oUN0KWKYJqYwClsVpVZapkfRx1nDZ3d1Fr9fzRlzs7u5GjjJmFI5GXpHs035gHzDF0NYZugz4ogmBVScYUzxJUJK0Oj09ZV9/KwzDL11q4z5BBEEQmbSFQgFbW1tO1jKtBUh3JHYQBNjd3XV2A+U9x5HOEl4bp3+qo0kjM/QazhklCShb7Glq69But7G9vY1cLoejoyP0ej3db9y91AFMks+mBfHdLFSXqtVq2N7eRqvVwtbWltP9xuOxcz49fPjwwmtX03t8aa2++q+fFLTftP9sBo2SQOw3kqjc/z73uc+h3+87cgk4j67k3PPpKC8K6igk8pToUQKJaa88vVOdJbo24hz+2jfr5PjzuZpKFm0ciUMlnYyUhkupsh3n7SUYAWEJHA2r081PhfQmG1lSahDbTkERhucFMVls2Ybz2xBMRm34Fs9FlCgrBPl/HrfJCAKf4cf+8bWFIaXAskiZvdYKR1UgmENI5U1zBwkrIBX2yEhdwBeBfUYcWaZhdTTcq9Uqtre38f3vfx/A8ng5zlnLBm/SRobmaYqgKl9qmGrBaW5s+g5K0PjezaboJV1HwXGdTqZKgj2ljFCjnUX9bDQNN951sOuU8kprHmktHEs4qGGcVlboBg6cy5/9/f1IyoDKYSuDOUc2Cdm0c0rlBt/Lbnw+2EgklUlcH0zN1f7Q+9nxtP3mC+3mM3xzX9ePJeU+brRarUhk5M7OjjdtczKZOMIPiCrEwFJuawqpL/KFkTu+OgVAlGynkm5JdiUd1Sup0HVHYjrOuFcZeJWh4dpJeonVaVS53TR6xRdZavcZyjdGPL8I+G50nlGW8D2szExDEG8Kzm91jGi7CHpWAXjnKX9DGaTvQeM0bduptGuanJWxStrw+fy/RjXpmtX3tPexz1fCPu7EprQIggC3b99Gp9NBt9uN9PXZ2ZnbTyhHaORoVJi+F+tjca+gEXQZkWIKNXCTHLwaJaC/LZVK1+aYcYJFcHd3dxEEAcbjMfr9/kZOizAMHbFsIw0479j3lPe+vlf5wGvU6OfnqqNwvudy5/VT+Yzj4+PEOd5ut7G7u4tcLofDw0N0u10X0WELHluZYlNaVK7qvy0Gg4FLk/Q5s18EqsepbNK2kgSJa9/HCa6ndaQE26v/po5MO/zg4MDZucTh4eFGevKmIAFGMglY6kP8nHoRAz8YYcVSKkz3i7ND6VhW+Zmk+2xC9m1M4qiSMBgM3EsVCgWcnp46QZ1mMqnQZLiSdoZ6NHShbbo4fO0gGUHPFRc4B8Yym4VCIeI92NnZeaEQ/DglJ+7zMAwjtT24KSpzrYy4wkew2GdwgvqIGJ/ytO5+ce90mYqdCjP+X+/Po+wHg4Ez4iaTCe7du+dIHACuyOiLtk9TG6xCwMgELmQufsKSDmG4DNXz1emx5ENcuxeLRST98DrCJ+B9yiwVBq53+ztGkmy6WWi9CPUsUOngWgWWa5QpL5sQKhrdUq/Xce/ePdRqtdj2xsmXpO/XQQ0UazQmwUcaA8v+YBSBDz7D13f/i0RC2PeJu3faa9OAkZ8EjyG/efPmSi0O5o7TYCVJQ2WcZK4SagyJJngaFqNJfXKAxhjz9ZmyYx0mqtDavY8kBYk4roe4U9Js7aqrjDTFCDXSQ41vdaxwr9X5QecCf+MbP9861P3Rl3K5KUhWKHxp83oS26agQ5DyQfUOK7v4fqx1wc81Qki9+vbvtGuY+y0dAHEy7yJGxro92RJAVhfjZ/yctcgIvifbzXfWYrQkVsbjMarVKmazGW7fvu2cX0rYafoRiWM9KpfPZ9vU8OezGZXMYrb2FNiLgLKZBiLbZ0G9ntdTnvL/nxSJ/3EjCAIX4ceoLkaXrXtP+z2jY60Tm9eyz0n+a6SNkqQKTR/RCGEliahDFYtF1Ot1RwzqnFEnBgCXtbBYLFyhcmCZEuODEnv88yLz4CI2oeqC7EeNZGH7VMaos4RjrXqokj98L9sHOi6q26S17dJiHcnD54dh6C3C/HETU+rcYs3MxWJ5EImOg0Ylsu/1YAkL7kk6xpdZf/HCR4wDS+aU9ReAZTrCOmPIek2r1aqrewAslSJuPmoQ+YyzNINsDWV65LlobLQJ7+mry9NoNHB6erpRdMM64oZCL2myK1GTdmKnEUo23FjvTSVcIwFUgCQZokme/IvCdw+fcbq7u4tqtYqHDx86wmQ8Hkdq3gBwoXKMDPOdUpUG9EKRNLHjMxqNIsa9bYPOJRpocfWggHgFkMJcv+cmdp2IHFX0bSSZbw1pcURuivobW9CYv0laj6oEqjKhGzAVElu/a7FYuHWVRonVAsL37993+cqKOBL2MpXUNGRH3Pc+5YB9FZeaw3UQd1wjEC3Mnqatm1xz2TLs7t27kWLGH374oYuq8mGxWDgjnhiPx65mjbaRRpWC85wpNz7Dm9/rGOqJfZyfHCM7X6lsk+C3Y8k93HrANyExX1Zw7a/DOkXWRnAAy+jOarXqjOi0MpyEj43Mi1tj63SPNKADI2l92JB7NfhUPvt0SP2Osu6yDQ4FiQkSS+zTyyAe0sDn/EpjDAHLfs7llnXggiDAzZs3cevWLVQqFZycnOCtt95yejALG5P4pWOKbaDeqUY0x49kF6+lbcD0A8qNfD6PdrvtHLLj8RhHR0dunqr+xH7P5XJe446wBFW5XI5dK/YzjQq9DuD7c09UfZf1YWhHKQGo62owGLj+pF7rm3dKLmhkDueCj8Cxv9d1bh0GOq/Yxkaj4b4rFovo9Xro9/uYTqe4ceOG0wWpw7OWk0aSvmjEWlqofaR7tMo6fqZRSSTDgPP+T5KpcbaQJSv12dYBbslhn9xJ+55c55uSWfqsTQMkLpOAZbCE1V/030dHR6jX606u6lz3yZzZ7PwEOD14QO0XOlnSOIMsXojEAeAYby1oyIWsgpFRLqpQ0FuTz+fdUYA0Sijc9fdxHhBf5IyCi52stN6DrC6FHtOjmEJ08+ZNVCoVfPe733W/2dvbQ6fTQbFYxPb2diSlKmky+ZQNXTTqsbfXJ91r3XfrJrcNJ7UbGpUW6x0Mw9Ax5L1eL/KcOEGQZqFZ4eZjQlXw8zP1qOzs7ODLX/6yqz9DEqfX6+GDDz5ArVbDD/3QD+EHP/iBKzAGnBdeZd2ci2A4HKJer6PZbKLX662QYcfHx8jn866gl76zxXQ6jaTkkIihUhQHRt9QmJCE07l1HaAMuH033ybAuURZ5ROW+hmjA1mV3gdGN9A7qc8C4gsgA0slhQZ6GK6mJSj0u89+9rP49re/vXJ0bxiuFpJNkotse9za3QRpZBIJrSBYpvdxPSedOMC1nZRvnLZNquRwE447qcx3vxdVFtrtNt5880189atfxYcffojFYoHj42McHx9H6pcRk8kEu7u7rhA76yKp51I9iTQ69X0YRUqFg5ELfBbTQSxZw1Nrut2uM9xUwdd+oWKi9Y403ZNpysTHUbvlKkNltHqiSX7ZqDV1/PgID1Xe44wpKpCUA5tGbNr1yP/X63VHPFExVdJFozs+iTSWTWSaGjSLxcKrC3B84nRSLdJqnXSqG2t/+I6+vgj4nkoaTiYTVx/l/v37aDabaDabeOWVV9BsNvHWW2/h+Pg44uz63Oc+5+qtqVNJ912NyrNGt9bPZHSMFhWlA6Ner7v0Atb5os6uc5HzyUeGcj/RPYVHZbN/bZ02SxhcB9CW4vtOJhN3KEqj0cDOzo6LHAaWciEMQ5yenqLX663o8uvmpP1+sTgvrk5SIu731NnZVjsGvA+LDXPu3bhxw5W9mM1meP/99xEEgbMhx+MxOp2Oc1ZsciIr90dN+VF5pQQM+0+/J9T2sXZQkj6WJM/ZZ0oEcA3a01SVeL2ofGVkrjqFLCGlskaJbdXZLB+QJl213W7j/v37ePToUezR54rLXr/r5nwYhu6QDDqwlLiyxA7gT+nns+g0o4zT0+HW4cKnU1HxpeDkS2ukiBqmtVoNlUrF5VfyJcnM+yJLaMTahWOxzjjlUZxJA0O2mSlinIT7+/uRSaRha6wGvo6kWEfsWM+JLpTLVnKVDNHP6BXh9wqyi2wPCTVgGULPNlsCRj1r6+C71t4rzuCkAcHQ6nv37qFareLZs2crzxkOhyiVSpjNZrh//z6++93votvtuuMP0x416QtRH4/HLmSRyo6FT3HlPLD9pGGRWjdnXbSWDbvUfrsuXid9D31fKofWKKfRGwdfdIEaQj4kRQiG4fKIQhuFQ+imDKQzbB88eICHDx+uEDjaJt08fJ4g3VjjImTi4JMhvufos2z7dOzCMEysYzCdTlEqlVAqlS6leKrKW6YPfJIRaicnJ7h9+zZ+9md/Fl/72tfw4Ycfuu98ChcdFPV63dVH0z1RiRyVhRZU6Dm/ms0mgiBwIcO2qC7vS+KYSohvfmhYOxVzJQh9+3dG4CxBTzf3V55yx6gHGrb0IhPriFONDIyDEj1x+1Aa0MlQq9VcEVsehpBULystSIxYcsTqSVb+6LvZ65RMAqLFuKmfcl5TnvM6yg2fbFdjUHUjfu4j2D7u1EIeJjKfz/Ho0SP0ej1sbW3h5s2b+MIXvoB3330XH3zwgWvT0dERtra2UCwWnczRE+vY/77oVU0BZT+r7KYOVqlUvGSYJeyVQOJ+wTXBP7p/0LClgUWiUsnQixYjf9mh+yn3ApIZlMsa9cHrSeJtEgmg9ZB0DNWu0Xo5Vs/gOogjmQFESB46/2mrzOdzdDodNBoNl557fHzsMjqSoDYF/09bRrMxdI5pNM9lI42dlPbZdMq8SDvZHhsgoXuJ7uv8m89UEozjldb2ePbsGc7OztBoNDbOjCA5mBT5yrEG4jMaSCRzbsb1pe857C8e2GGDUuLuwajJTWp0XYjEoZFgBScbw6gBBfPM3IOfs3xk+X3ME9lXJXzivElx4fTAksRJ8nRQwHAC5HLnR7YFQRCpU7C1tYXxeIy9vT0XgbKur9YJRWWkKWR9pNam8CljccaX3UDVk6uKI4UawRO6KFCVodVF/KLvYQUp76neY3p79/f38eqrr+L09BQfffRR7EkIR0dHuHPnjou8GQwGmM1m2N7eRrVaTSw8FQRBxDNO0KO0jljUBa3FtHxrgMqjeknXnbTji0K5bkaT732oVMRdn5T+aIU5FUCrUCrUULUhl5Z8iyNx2G6O87rN/N69e/jGN77h/Y6GDuEjZ5SEtdekgd2IfR4mH6mrbVTQi6NtUvnD/rfRa/qsi8gYGhuXvS7WyfyHDx9iPB7jjTfewGQyiZA4ce8xnU7d3KahTxmrv1FvkC99mAo9sKwlQllkj/ym4b2OyOSzqOzx+TbC097jukUGXgSMiFKSg950Ri+wxtCLGJxxc1yNlRcxTjjW1WrVrV2e3rHpfXU902nGua8ecm0z+4ayWGUSP7ftiJMblMNaDJy/5cEFYRg6Y9L3blw3qi/p861jMk3NiBcB51S9XsdwOMTh4SGOjo7w+PFjV9/xzp07jsQBgG6368hjjSblu/kcAPouSuD6nFNnZ2dOd6JTLQ58lk3D07H17bHD4dCdqObTH9W2uC6w6awkIUejEU5PTwGs7s82vSgpykyvqdfrkUK+8/nyRDYlQ1gDkO3jWHAMgdXDOdTZpNEMh4eH7r50QDCaazAYJKbd6b3t/qPz56rOByXFrE2wCehEiNN9LXFDUlAPZNFrrUxOg+Fw6KIHbWok9wVGaRHWKRo3jox6YVYDHev6roVCwaXuMT1vk3mhgQXcL3xQ+cjos7j6TT5ciMTRCvRWseDC1OPFc7nzE1/otdjb28Pu7i7a7Ta+9a1vYTwe49mzZ6jX65HnMBKH0R6+lCk1gH2gsGdF/CQsFgs0Gg1XG2drayty3PTNmzcxHA7RbrdRKpXw5MmTyNG+cc9fN/BaQE43fd9k52ZHokyVGR9hA/hTm5SJp7LCPgDOw6Ep8Cnc1ItE6BFrFknv4UPcdWRCqcypMU6FixvXa6+9hp/7uZ9DrVbDr/zKr+Do6Mh73+l0ipOTE/R6Pbz55ps4PT3Fu+++i2fPnqFYLGJrayuRxKGQZNqSLn5NE9S+qFarK4yyCgoKTOtRApZkTlyuabvddgUlO53OihAtl8uJnvTrgrioGGBJFsRhsVi4cZ9MJmg2m7hx4wbG4zHefffdWDKCtbXssxhlqGvN90z1WtEYsh534HyMv/CFL+Dg4CB2Y2VdE5UNVNJ4f8pSX0h6mrlhleU4okaVNiVkmKpq+0uh9dGAcznDlEdfe3ykZVykFnC+7prNpiNhXzRKwLYnzgsWBAH6/T5+8zd/E1/5ylfwla98BV/72te8IcNau+b4+Bi1Ws0pBb1ez52SMBwOXf+TDKCCTaVAoyx57enpKRqNBm7cuIGTk5OVPhiPx27/1SgEjhWVPJJhJJmV/J/P5y7s3a6BarW6Uaj7y4yktaOpNVQYuS6tYtdsNrGzs+MKy47HY4zHY3S7XfT7/Y/lGG+fLFGiJAxDp9S3Wi2USqUI8chjp+n84ik4VGLTel8J7UdfMeVNwKgRyqx1uhgjOLRmVRyoJ3JsKefz+bwj3+xpe58WGo0GisUiBoMBjo+PcXp66vri29/+Nh48eIAwDHHr1i08efLE/Y7pNRbcs+ggpbOVkVd8d0bacE+Kk7NJThLqfY1Gw80xRgBxn6Ux78NoNMJoNIqQQKoPX1WD3Yf5fI5+v49qtep0ATpI1s1/po+zcP66ebtYLA/NYBqtpoPGRYDb1MogCJwM0Qg3Gs1se1zEBPVnkpNpEafHqD6m9lKz2XRzXec193ruvb1eLxJ9GEfQ2vmojj/tR42Y4lqgXcnoWdWvNq0lowQpbWXqbLZelO0X/k1Zz7aq/sP9jwEKaeU568jMZueF1vm+vV4PN2/edP36+PFj9xs7V1QP1edyX2HUZaVScfrSycmJ61fqVhepVRMEgTvavlgsYnd3F9Pp1HEhhAY8EJs4uC5E4tATyIHXl2PEjXYYlRUysO12G7dv30aj0Yg0Ni71hNfEHY3qIzAsqGyuK5jEEE8KBgWV2q2tLZc/moQkht9+p4Yn+8kXMUNlQfOGNd3Jh6SIHBsCp9/zd4xsUNaeGI1GsUXC1kUUbAJuthSgOr/UI1Qul/Haa6/h5OQk9vh3gvNgOBxie3sbe3t76Pf76Ha7aLfbK/UptNYDcF5ngrWUSJJYr7i23zfvOIY8FrtcLscq6klChJ6OWq2G09PTlc1pU0X6ZUfcO3Ht2I2Chug6sMYNSZy9vT1X7NGCay/Ji7pOceKJZXZu+OrovPbaa5hMJnj33Xe999KNEliNzgKiqRMKkkea1hRnmPpkhQ9UtmnY8L406JPCfX0e0jh5e5G5TU97r9d7YQKHp0FpRGBcmyhXnzx5grfffhuvv/46fuRHfgRHR0drlebBYBApcMx7Ma1XQdKXR6vS8QIsx3U0GjlDNE5pICHEMWR6J8eVf/h/W69rNpu5/vERfddFLiXJFjX26VGkgm+931Qo9TMlPD+pqAEa3cBSyaQBY9chlWTKGk3JuMj+/6JpAAq7Vnzw6bHrEAQBbt265fRdrgmuNdZ2+SQJHI00sWDhV017ZH8wbYo1U7TIcBK4tzHNic4iXevUn/RUzqSaGD7jmaCn3BIv1DM1KtGne143wiYJuh8piZkEJePSjn+n03E6bK1Wc2QviRjOM0bRAcv9h/NHiRAa6nERbj6wcHGS09WCbVDnmV07Sj7RJuT1mtJs76tyM2m+qQ2mBJKmI+mcpl5LYpi6QFr9RdvliwjkH+qzSgzx2iTwnpa4Y9+mdRIqOKaUA5QvTA0vl8toNBqxZL/KJ8Bfw+3s7MzpN7YW0oukuGp/UI9iBBEd/xxz6sTkKDbRiy5E4ljmiINWr9dRq9UQBEHk5RlhAJxPpFar5QpsxRm9BAuoMcctrj1xk4MdSNaY3r84AUHGv1wuR7xNu7u7GI/H2N3dRb1exwcffLC2joLvtBtlPH0RF/pO+hv+TeOG33NhJuXs+SYEF7Lm3RM2pYPGqo8wS/KkJo3LRRY0jaO9vT1XcV8jhBgSR4GbdsN++vSpS8M6ODjAcDhEuVxeIXEqlUpkPDmveK3Ocx+m0+mKEq6Ck4vYggIsaVMbjUaoVCqRwoP6jOuowPhCDuM2NSVvkyLE1JtQqVTQbDZxcnKyouRzHVNRiSNJ1cPiw2w2Q61WWyEAfW1rNBr4zne+E0tmax9wLvm8Ej7SmwqcTUe4KFSptgYUCUdV3ixsn+Xz+cRwVH2mjW6yspSKFj3mF4HKr+3t7ZVT75L6j0T497//fbzzzjt488038Z3vfCfiAQfg6k+wjVq7BljulzxtxJK/s9kMlUolUreJ0VosjBx3/DfBuU1vkq1Twb+VrLPKNNeAnbfXkVxWcF9ikV/KfkbBnZ2duYgV4JxABuBO6wGWhgAVd4aBAy8epaKwKd06f9XT7jvdUR09NiSd36eRJ+qUuiykOcKbyjXnqSrWKpsYIameZRqrjOBhVGaSjvlxgJGF1L2tLGC0ikUQBJhMJnj8+DFeeeUVd5jHw4cPUz13Pp87B62mcdjxJoHEviXpQxmk5Av7WR1fNF4tGUFyQNNy1Al6nU7jTAMl0pJsAh8Gg8HGkZEcH44hjWYSMlzLShoCS5nA/YV7SdIhEnFg0ECaOjiEkiZau4pzyDpBgfNoWBvRZG2zXC4XIeG556q9pwRHErnmS0tS/WaTsVJiQqN7bCQO9QQ+Q0lUXaN2LPVzq8eqXF0sFu4UziAI8PTp07VtXywWzuFEMoSH0XB/JfHo60vqJYxktuQ656Huw3Ssp9m30jhWwjB0xFOlUkG1Wo0UemfbOV8+dhKH6UTKYs3nc7TbbeRyucTFRI+UhoKtQ5yyQsVjHSEwGAxQrVaxv7+P09PTlROqFHt7e6jVanjrrbdcOtHdu3fR6/Vw9+5d7O/v4/j4eG3epTX4AbjinIA/6igOukjG4zEqlUrE45GmXgGwSpJxUdmQXyXhmONOg4L/TtvuOCNtEyNRjbGzszPcuXMH3//+9933TFvJ5/N4++238Vu/9Vv4+Z//efzUT/0U3n777cT2zmYzdwT5K6+8gp/4iZ/AH/7hH7rq9lyg5XLZ5ZPrnKVwikvX49HlupnZd2PKw9nZmTsyWLGzs4N8Po9+vx8ruOfzuVP8Od4kORjxdt1InKToFwX7lBs1Iwp8ygI3aI1YoXBlnQo93SrOq0hiTlNK4gq0bW9v4/j4GP1+PzYX/Utf+hL+6I/+KFZuWBlAo1sLe1M59q3HVqsVCbt+UejG7YMWyLShqjxFUD+L2yg1GoTPG4iTYAAAIABJREFUBVaVMJWhhULBFV69qJKv96zVavjMZz6D73znO6kVyVwuh5OTE/z2b/82fu3Xfg3FYhG/+qu/uqLU3L59G/1+H0dHRy61huAeevPmTVfbR79XMo//XywW7qSS4XCI4XCYGCo8nU7RbDYd0ajyh6Q0DTKuLV7L9UXyyRLLwPVK7axUKu5Po9Fw8oYEMuulcV+sVquOkOFc7PV6sYoto+VU8dsEWi9M5R/HUGUbsCyyHQSBSyulTqTvrN5LH4Fn4dPXuNcmFTi/DKjBog4TTUmMA/UIeoJfllRAGjCdTge1Ws0ZNWnax3d+9uwZFosF7t69i729PYRhGFs43yJtip/K5HXOLh9884KRbWqIU6faNLIqLorpquEisiEO+Xweu7u7Tn+cz+c4OTlZ6SfWXKLeo1EG3Jd0D/Y9x1e/RSN7rK5VKBSwvb2N4XC4Qiz7YNMd9dlsl50zTPPiPLPGtXUQaRq9nVMaVaO/jZORKqesc0oLSjPCjfvMYrFwJ0hSR+Xe73MSK3lg02h91ya1mU5JlQl02um7vPrqqygWi9jb28P3vve9xPk6mUxwcnKCVqvlapUGQYDT01MXQVgqldyJwNxDtD4kUy+ZFsf9js4l6it0JDDKSVP6GPlDhyf3cY4DS8jE1WBlelYQBC5qjelVfP66QAAfLkTi8EVsCBgVgyShTkWBuYs6eBepQq2TI0kAh2Ho7h+n4NObcXh46JSV3d1dp3xtbW1hNputKDIWjMqwE531BdIeZ+sDo2boSV6neFiG2Xe/JHBiK0sZN0l9UO8LsWkUjl4bR+jxmtFohG9+85u4d+8evvjFL+Lg4AAfffRR4nvm83mcnp7i8PAQ9+/fjzyrWq3i7OzMpRTYYy+BZZRHXJ2SOANUGXHOB56oYA1Yzqk0x5DO5+f1g7hGaWRdN2yyhrihxW1kCpIZ/X7fsecAIt7odYqSehG5MQBLpVPRbDbdKXc2hBU4J5FZUN0HjYqkZ4nzlfCF0trvLuIFi4NGIPkUao0KslCPUZKiw8/jPP3q8bLPTpteFwf9bafTwWuvvYZWq7VyWuE69Ho9PHr0CG+88QZ+/Md/HL//+78f+X42m2F/fx+9Xs9LEscpiPxM/9h0NsoyDZ0m6ITgnOT1tg9s33P+abSIr93r9uurBqZCUTciuRGGoSPfB4OBK3rPNaqpatPpNFH/ocNl03nLPYCKvtajoHKaJBPpRbQEJYv8kiRPSpOx91NQR3kRvchC5aF6y3U96Kk6WqfDgjrmVYjq4PxJc8KmlY+9Xs/pMq1WKzWJ8zLApjQrsZ+GzLHRBVcVqkNcBur1uquDBZzrp0zNA5ZrI5fLOf2E60n3h7g9mvClpNOYpmzkHsb34wlyaQoZA0t7UceZZImPwOG72XRkIm7OaBTxptFQem/bb9o+6vhal5EnsGmbGOjguy/f3z4rzj6zn9nr+P9cLoednR10u103Vhq59PTpU2xtbeHWrVu4desWOp3OWllDkqRcLjtnJOux6l7Lk500okgdSjargboKx5iEk2ajMOKS+wdrR7FPNAWK8pOOMe0fRhSRK+HBOEqi+fp5HS58xDhzW/ngxWIRYcEUGo1RKBRcNIxVHHZ2di5E4mj4kY80YPvq9To6nY43GoIkTy6Xw3e/+133XbVaRafTcd6qk5OTtSQGw70sqES96FGSnCAMyYpjTTmpNvUwaM0KYLkAyUTGwZf2owraZeHo6Ag3btyIFDGj1xkAPvzwQ/zxH/8xfumXfgkPHz5Et9vF6elp7OJgIe6joyNsb29HvqtUKhEiJi7dKS6CISm3l6lPVuGyJA5DUTUdMA1orNq0sOsA36brg0ah0ciIS7myVeSPj48xmUxQr9edTNHUFP4/rn0aFULmnxuPol6vu3Xlm6MPHjxIHeHBNW9rf2mIup2P9Xo91ti+KHyh0wq20ScX1NuTNizep1DxmTZKifvXi6SicOzn87krJL67u4vHjx+vKEhJ7V0sFnjnnXfwi7/4i/iZn/mZFRLn8ePHTtl5//33V+7DfvH1seaiK4lDWeWrA0CwTg4jdQB/+iIVFQ0Dpryk08I3rzaJ6HzZUSgUXLQk97r/n70veY7rOq8/PXe/ntGYAVIgAU2kBkqhItvylJJje5Os7IoXTlX8B2SZyiKLVCqrLFKVlXepyirO5LicpCqVwUksS7ZliRJtSTQHEBwwT42eJ/TwW+B3Lr++fd/r1w2ABCGeKhSA7jfcd98dvu98E/ebdruNbDbb40ElQxxJ5PTL6dAvn58O7uEUOqXAL+cW22nn0UsFTd/XgW6yZNj1g4rnUXngcA2UY14ngyk76muE3i8Ex/dhiN/jgt4mKjsSdh7R8nsqhibZ/HED91yZLqDfuzuJ7/Y4wKT3zJdGw5LuKZlKpTAyMoLp6WkVJsukr4QMZaG3DdeTfsRNP0jlme3mGsPcpW7XHUngynA7huGZ2sr93Y7cBbrHjJRBONcOa6iwk3Np0OVzMRyUa6lc1/QcPdz/5Z6ty092+iR/mwgd/ma0iJ5+QK7Bd+7cQTgcxujoKM6ePWubQJ2g7FypVBCNRtU+uLe3B+CBpw2jReRnfN/cn9kH7JtQKKSMTkC3cVjmd5Jh7Ay1Yl8zBIseQYy+MMn71NmlbnKYvW8oEqdcLis3IA4CU0M8Ho9KFFoqlVSjJSlCBINBLCwsoNls9uQGUI39/xszk/rSbVlOYqeFw7IsozWRC9YLL7yA//mf/1Hnh8Nh7O7uotVqYW5uDoVCAcvLy31JHJNwKuN2pbDWb3N1usfY2Jhi90yDgDlS3JQ208FBznC5SCSisnfbQbr9yYGrK2uH3SyXlpbwe7/3e/je977X8zwUdN955x288cYb+MY3voGZmRn827/9m22cd7VaRSAQQKFQwK1bt3D58mW8//77AA42qWQyiUKhgGw2axSinWInnRQVn8+nLLeyFK+euHlnZ0d5BSUSCTWfAPvqZxSKE4kEEonEQEnfTgNopeF8k31kpwix4gCPLRQKyOVyuHTpEt5//31V+k9ukm4WXyY2lWQz4fV6MTo6qjYjHV/+8peRy+Vw9epVx3vQAiJjsjlGGDqkz0siFoupsp2Dwm4NkQqh3t8kUSjs8b5SIaSAYVlWT2iVhK5smEgqutHyc5ZFdeOC7QT53O+++y6+8IUv4ObNm8qTy4nMkc/4wx/+EBMTE/jqV7+Kv/iLv+jqr1arhevXr+PSpUtGEoc5KSiQct3guiBDsCRhzPHC8W7qMykMdTodlcRdfxc6qZxOp5VFrNPpdFnkCDsC73EEPfQKhcLAlc7cCnAM5200GrbyBy2IFEypYLVaLVQqla4YfM41vTJlKBTqKlRgWRYsy+pJ7s7xxbWG5cSHwVF7ZPUjfRnuYTIYct2SOSOkJ85JJR51JUl//n5e6rzG/fv3MTU1pTzP9TWS/UGFUB8vbkCCyQ2xYoJbMk0mZZdFCCTovQB0V1E8LQiHw0ilUoqwl0ZvvkPKiqwOLENka7Uabt68qc7T5ziNyTSey/Cdw4LrFg2YvLfX60UqlQIAR11MzmH+L0NIZbiTvldzfTPJE06QcqEM56EMImVAfd+VURNu9gR6ePOaDAmlR4oklHSyWiebgAfeex6PR+nYfCapV8u+ks9DXVpGJcgwMJnmodls4qOPPsIXv/hFRKNRXL582ZgXkGCeUhpWqfcC6Ao/ltWgZIiYDBmmlz3byJQDzDcn8wjS8YKGcO4dzI/EZxwZGUEsFlP6Yr1eR7VaRTabVWSPBA09bjwm+8F9HSsBxn2VSiXltWFyK9PjjilQUIjQBfB4PI5MJmN7X74caeljhzvF6gEPKmrppW2BA0FmZmYG8Xi863wmM7YsC+l0um8+HcLkiWTnITQsocFFwWQdBdAzAd1At8TJyUoCys5TSgo/+jt3wjAurO12W1U40yEZ5ffeew/FYhGXLl3Ciy++6HhNjisq6tPT0wAOFoVYLKa8nuwIE9OYsLNsyrbK+xOSFSZKpZJqGz1ymGPJdDwA5RXHxeU0QfeCMZEjPG6QMaYfWy6XYVmWqlbn1j2WXggUEu3mYbvdVu9UXw+fe+45+Hw+o/Ju1+5O50FiSOmlYddmJ2+MYeF2zpPA0YUDCSpQbKsO3ePJbq2TbWIVrsN6HklrCl26GUOvP4MJbGsul8Mnn3yCdvtB0j+JUqnUY6WigCHzO8n7cq9lolmGhLL4AC1W0iVbQiqsJIhYgaQfOp2OEn70/YAgSTTM+n/SQNfuo/Qm0cH+7yf0ScFaKmu0YlIQpaICdOeKkERQOBxGJpMxyhhUkJ3I4ccRDAXhnOLfMq/dSYRc96hsm2RdE6TnEb3pG42GIuj0OdpsNrvCa9x67bCoSSKRQCaTwfj4OJLJpKN3twQNFG7Dw6XHAZ9PnkfjZDKZVPk2Ths4l/mOarUayuUy8vk8crkcisWiKuNM/Yh7A9cNVno1RSHI9cRkpHKC22N1bxsaxPgsbu4hjSaUyezkCSr+R/E8JNQ5bvV9kfJ7IpFALBZT+qzMM2YHeohQlvF4DpJax+NxxONxRKPRrvvKUDL5jMADvU1f66Unr+wP/be+/tRqNSWHyr7lD8kU6ek7Ozvr2L8cwyxeI8GCSsAD/Zu8QLVaRalUQrVaRb1eVzlodOzv76NQKKBQKKjqgvSkabVaSt/SQ8G5//M+JJmoN9vt2SSEDruvDEXiSNc7JnsyTQi+KJnngZs93eEICgXJZNL2vhRipKDBSeHGVZLEj77ppFIpTE9Pd3msxGIx9XcymYRlWcqi6HQvu34wMZ+HAQUnu8UIGNyy4EQw0SXVTvFhn3Lw8n/Jfru55yBtfeaZZ2y/93g8+NWvfoWPPvoIsVgMv/Ebv9F3QWQ/5nI5RRDl83klzA4Cn8+HRCLheAzfId8j2y3HnjyWiwM3Biph+oImn6leryOZTA7c/scBciPRSSoZPuWWODWFFNCDMJ1OO4bN6eD6xgXcFCNLMExRX5dmZ2exsbFh66VDSG9I4MGck+SG/C1BRWzYjcRp/tr1lVMOCv19SZdfu6R80qPH7t3oQka1Wj0SxVOOl3w+r8qdSpjWP0lcNRoN3LhxA2trazh//rzxPouLi117Iz0tIpGI8rbRQzCB7mpt9F6NRqOIRqNq77QjceR+SIMJvdWcQCONLuhJVKvVnrxNjyva7QeJO4/CsmYC5wXXfKe2MLSBLurlcrnL+MT5QlKaSrt0Mfd6vWrN0+cJPfvokXGc5NWjhPQsoCBvyqtx0kBreL95Ssi1qF6vK0Jaeu3JY93MWSaPZyUWhhtQV6BhxLIs1+SJJCTcEkc0vFE5l0YBrlFUovvJa48jaHBnEvtyudyVo4sFNbgfU2aU453rgclDhN6eMgeOm7nhpNz2A4uF9EsRIL1i2CZ6AMs1kJAewTqBYyLHTc9p8kyhMk89UBIZMqWCTjBSX+X3lBN1uVLmWeQ5+hhne/T3xON4DnVp0zNQ1zQRXLJPGC2jrxOSTKVMsry8rNrPwiF2qFQqXWktJEldr9e7igSYjJPVahXFYrFvypZarYZqtaoSFXOOOJF6zBlHsrNYLKpIJSdDu5Ph0S0OLUFxAzc9HJVUSeLQa0H3IiHJYlJgAXQt3qbB7obEkSSQxOzsLJLJZFfFo0QigXK5jFAohFQqpfKm9FPgTOEtkmjRvzvMC9Rj6/TrDpql3smKzcokdu7EMlcI0O2ZcxwCXrlcVt4yelv5e3d3Fz/96U+xsrKCZ599VrlgmsBk0V6vF7u7u/D5fJiZmQFwMKntxiXvpQvXwWDQ8X5At8DNPopGo7b3opuinD9ctO2uX6/XEY/HMTY2hng87tiexxHcCHUPCJlcTIfdHDYdzxLAY2NjykXTDehdwzHBddCOxKHFRKLVauHu3bt970XBoNVqKSFFD5+z87bRBXW7TcpJMNO/k0qBnfeRmySoVEYo8NhZznRrqwnyc5/P5xiiNQhkn25tbSGZTA4knLJdm5ubuH37Ni5cuGB8znK5jImJCfV/MBhUJE6lUlEWdB2yLfTSYrJKJxJHt6BJr9d+CpReMtgOUqF6nEFrH9dlt54Fg0BW8nRSzqmEVSoV5PN55PN5FIvFnvcgCU8KvPxNd3ev19sj9EqLLee9ScY4De/VBKnIHPY6Rw1pKJRKl36M070ZakBZyCQzcAyMjIyo/3VQSR8ZGcHExITaP7nH8ntWepGKpx1kElC3kCSjVDL5HRVIJ2PY44xOp6O8ENh/JGzkDyvnSOKXBBg9D+z2V4bTsS/76Rzccwb1dCHo6dEvtFHqHjIfCg04ktS2Myb1I6WcDBWSKJGJcuXeKIkzFm2ht7c8Vq67dnIQPW+59hcKBUXgyQpIMi8O+0eSQfr80vvH6b31k8Gkd2inc1ABL5vNAjhYe/rpTMyD1G63uwy3DL2TbZDPNyio71YqFVSrVSUv2hkTuZbQoMY5wDXOsiyjlzYwWIEWEwbKiUNLtB4Xz7hF/nAQyKRCTHTEgVIulxWhwrjKer2OVCqFaDTa4yYnvVkozHAz4MDul6+F99OTKi4sLOC9997D8vIyAGB6ehq5XA6VSgVnz57F+Pg4CoVCTwyvnjA2EonYCjScxIMkbu6HQqGgFkRT0kMKlTJXDSEnkw5T/7tZMIEH7rV0pdNdz44Ku7u7uHTpUtdYbLfbSonlOPz444/x3e9+F9/+9rfxrW99Cz/84Q9tM6GHQiGUy2Xl+TA/P4/V1VVsbGz0WGko4NRqNRUTKfM5NZtNpdDZWfzlhiLnSSwWs62CVSwWu0gcPSmXDoYDMazKbYLcxwEyuRgAjI2NIZvN9lSAosLRjzSo1+tqQyHK5TLW1tZw8eJF3Lt3r2fs2K07ctNmW+1yKtDTS24On/nMZ/DOO++o4+3aL2O3I5EIZmZmcPfu3a48KDrBKkGrFuGGBHEDKSDpbec7Y1UAgq7OUlBnkrx0Oo16vd4VFz9MrDrXS1ny9DCQ7b958ya++tWvYn19vWf95LOZ+trn8yGbzeI///M/8Sd/8if40Y9+hNu3b/fca2trS/0djUYxOzsLj8djm+ur1WqpKhHAwT7t9XoxNjaGYDBo9OAxQeZHcROGJj1AnTye9vb2TrRHwyCQyuAgSWGlom2SHaSXHY0JkUgEPt9BmVxaTk1etyaBmveiTCANYx6PR61RrEJZrVa78htYloVSqdQ1d+X75bqn53oA3OUPe5iQY0/2k1Ty5eeRSESFcrCErxuyUgdzM1DwPyr5SK5xcl/Qj+nX1kKhgFAopEJsdDSbTZWUdGFhQeWpKJVKSnbic7XbbWWJZnXXer2OfD7f5b3NH2kMo/4g9xJdfpaKrVNoAvccSW4xnIP5NtyEip500Kgl12j2IfuW85xKrslTt1ardZVSdjJgm4zFNGCxnymr0TAzrOJK43o/LxzpXcy1yufzqfFj0n/4v9Q13cxrO48cerbx3pTBOAelV4zd9ezWb9O7kP0qPXFM7TJ5VPEz3cPGri1O4BgzgQ4bPO7GjRvodDqYmprCSy+9hOvXr9vmxuEeywTHmUxG5bSROKocoOzTarWqqlKT8OUY49rC/uHck9EY7XYb4XAYlmWp+SBlRMqHQH9dW8fAiY1padIXU1rrTIOLC6f8jkJPMBhUrtXValUJKboQbGe95XXdWHXtmLlSqYSlpSUAwOjoqGIzgYM8PT6frycWlHXkCZJEJgFXkgpHmThNPouJ4ZMssWky65+xL93E3ZuEA9mG47ay0loQDofVWNGZXmJ1dRXvvfcevvWtb+HWrVs91UIITspQKIRSqYRCoYDZ2VljSJi+AdLCXavVkMvlsL+/j2Kx6EjisL0y9IdMOXNdEHSppEUFgKqm1k8Rort/qVSCZVlHSiQ+SvAdc/4zSbTbpI7sO52Q1lEoFDA/P68StUqQPNXvQWGFLsmc+3bzXwoYzBkgF3PTnOO6KkksJgLWn9HJy+6wYUVOa6/TdyYhSjcEAFAC9lFUz5IeB8cBuyTn+vqoo91uY2trC1NTUz0V8giZZHR/f1/Fv4dCIdvy4xSYOMZJqkgh2w3JScVcHysmoZJWdVqmZJifPK7RaAxEeDwOkNZ+05ogcx3wf+nRIqt7kmChsk9LLa16/N9tOJO8rzTuSOsscPAu4/F4DwEXCoW61haTldpUSOGkkTfEoEoJ86J1Op2hEhxLmUu3yh8lDitjUl5wWhMKhQKCwSASiQRmZ2fRbDZVCAELCTDnA3BQefbs2bMADuTtnZ0deDwetWen0+muXE26Jd1U5YUePJSNpCXcDnb9Lg0EjzOoDOrFXuiJYZKF7PYr9uWgBhOgmxTQPVoOM+b1tujGa6nzdDoH4acksGSf6Ck4eJ6d9xoxjDFLehPL67gJ/dbbYXeO3Ed1L6LD9DfPdeoDOxKLeTsDgQCKxaLaq9gm2bbl5WXE43GEw2HlRGGax41Go2uu9wvF5BpzlE4UJLc5huy8ylutFsrlslr3WfGT65t8fhrwSfq4qYJNDEziyJAk3YoK2C8IpgdkBmxaJkqlknK71EEGXw5W/m0SJiRkki7dSp9KpXDr1i31fzgc7ipdHYvFlIuphGVZXVb7SCRiOzGlS+JRgowqhUEOLH0Bt8vFYUeImSx6BO9lIjWkMiAV7ONAsVjE8vKyo+WFbWm32/joo4/wh3/4h3j11Vdx8+ZN3L9/v+cctpXPt7u7i+eee86YSAtAV4WoQCCAyclJ7O/vK2WrXy4TAD2CCRNv6e8mHA4rTyGi0WjYJiyWmxstKcViEaOjo6eGxJGgd5JJUbYbg27deRlSZfJoM80FAF2WJ8BsrZLHynCJ5557rse67fQMwMH4GB8f7zpPCjR25Dq9IwdFP+FA3s8kBHJd0o+zU2z0z/Vj9P3IDrzHcWFvb69LUJFgcjyTAtjpHFRxisfjisRxeqZKpaKU7YmJCayurhqNGRSmuFbRWk6lhQJINBpV+6OJ3CTBoLedIVbSw48kjp63QM41PttJVfCHAatfejweRbBLoY1hLtLAobvNS7JMJ85arRYKhYLKTSRDIenJII0Ysm9lXgsSeJSf9DDpWCymDHX63s81zG49Oqnvk94dbsJx9O95rpQLTZCEnCn85DAE0HHASTmXBKvpuEajgc3NTXi9XiwsLCjj6+7uLjY2Nnr2ur29PVUaWCZqj0QimJiYwIULF1TFut3dXZVYVCY+NXkmM9ko1xwSUE44Lpn0JKDVatkqf8M+t34e9TWnftbXAelR6AYsPiDnD73D+nknAw/GLEkcy7JQrVZ79n9JdsjUBCaDvx7JoEPXQ6VOLEPXTP0iw1Oldx4Jd9lWfs4cMiRHCN17zQ66QYv7iJOuaPfcJkQiEYyPj8OyLGxubmJzc1PNYakner1eVCoVbG5uYmpqCpFIBJlMxtbDWO6Lfr8f8XjcNsKAziWxWEwZrOiZTMTjceVt4xZSTnLqY66j0mOWY0s/l+M9nU4rRwI3GIjE6XQ6SpnVByMnCwcPS5fyRbFMKfBgIDBWz+M5iHFcXV1FKBSy3eSkOyTvxyRCTsoYGbg7d+4oLwnZ7ps3b6r/t7e3u0iQVCqFcrmMXC7X5XWhb1L0JDKBnhZHbf2l0AYcCBCsOsL2ywVKEhTyfBP0wSOFQ7moAA8WIbnoSVfNfhuqXETcLDxEPp/HT37yk57r1+t1tYDLBXt7exs/+clP8KUvfQmtVgt/+Zd/2XNNWY0lGAwim83C6/Xi+eefRyqVws2bN42hWO12G08//TTm5uawsrKiPndD4uhWdJnhXEK6ABPNZlMxvRIU0DlGKTgBB2PxNMZ+t1otVWmB0Ill3WvAjQcfcFDi/Ve/+hWKxaJySea4s5vzpVIJsVgMwWAQpVLJ1gsQAO7evauIv5dffhmZTAbvvPMOgAdknGntkN5aX/jCF+D3+3HlyhX1PZUPXaEjaOFn0rZByA23x5KklyRWKpVCp9NR7qnyWF1w49pSKBS6+trkweMWhUJhIIFWt+7Je8nrBINBLC4uKmODibQz3ZefVSoVRcYBzn1cqVSwsrKC0dFRvPnmm7h58yYWFxdRrVa7hBQmMmburXw+j2q12pUY0ev1drnLMy5dlgZnqKFcl5jDjns2v6OBhgkBTZidnXVVde1xQCwWw8svv6zGOAVsuyTQ0rAiEw7TUtfpdFAulxVpVigUlKcwrcsMOwcejP9kMqnyajUaDWxvb6v3SxKHYcB8//v7+1hbW1OhUyMjIwiHw6hWq13vR/fglAYCIhKJoN1uG8OxHxXomcA+2t/fV6S42zL3duS7JMxMCqoptGyQdktvKSlzSYJI9wKlgi0JGMrfOmnebvemRuDzSHndbh1qtVpYWVlBuVzG+Pg44vE4LMtCPB7vkX06nY5KVyBRrVZx9+7drtxvExMTSKVSSCaTaizW6/WuEsg+n0/lnqJ848YjTVrBTzOZc5xoNBpIJBLw+/2uFU07GcTpHhKMiNDDhUykiJSLarUafD5fl+wg5WhJrsu5ajJE694oJpnJZESRnjE6JLHLtcqyLBUaqBP8XMfpjUIyw+1Y5j1ILDDhOOdQv/BqN3Ifn3lra6srBFx/ZuDBe/T7/VheXkY6nUalUlGGKRO4bpFISafTyGQyqFQqxvtVq1VYloXt7W31DhcWFpRhXCeAt7e3VRJwOy6i3W67In0YucSKevSeNUULVKtVbGxs9BhP+mFgTxwnS4KJ4STIPAEPiAS5AXk8HhQKBWxubtq6NcoJB0DlqOGGIydVIBBANBpFPp9Xm97u7m5Px+/s7Ki/TYwe3Y3lRj46OtqjzFMhMkGSHE7K0qCKFIkK4AFpZhIkZLs4WKUAIp/TDvJYXYEiESOVY7dMMEPw3CQ6lSB7a4Jshzz+6tWreOGFF3Dx4kXHvmZlB+aqmJychGVZmJ6ets2nMzU1BZ/PZxvLaQe/349eF+L0AAAgAElEQVRYLNYT16m3j5YpHbQuSESj0a6+kfkSSHKdJnDsmhZH2Yc6iaO/fzvLZKVSwfLyMqrVqpHANYFznRYlp7azAlY0GsXExATW19dRKBQcvUbkd+FwGFNTU1hfX7clsew2eZMydpQwkY92IYb6mOe5snqG3T0GgVRQBoFJQNPXUO5JnU5HKYtcG2l10qGT5G6RzWaxt7eH559/HtVqFZubmwDQQ+LQQ4B7BL1wJCkv3xEFG2kFJynDXBvAg32c6zj37WazqXJNEFS4eK7byjmPA0KhEObm5lCpVJRgGY/HlccL36/0ypGWWX4vSVcK0yTq2+02isUivF4vzp07p6x1DNekss88azQ80duKskImk8HU1JQi6miwqNVqqpJhPp/vUc50mcxEgOvvuB/YJ8fpvWOSVzlnB/VANJG5dmu0NHbJZ3Sz7ni9XqVckQjiOJEkMtcTypZyHZJhkhwf3B91q73EMATH3t6eksN5X5JDHBMyXLgfaLWPRCKYnp5Wz06li+sTjSkM45Lrkkm5p7dQu91W69lp8wZ8WNC9GY4beu4+O68eygs6ZNJb3bjHv3XZQzfayPP0zySc5jirsbXb7a60HfKZaCDUvfqAB44M/bz5dMJJ/i3PLZVKrsipQTCoMVDyAiRra7ValwFTvg9poKcHjWVZSCQSPYZcAOoYue7RQC/3Za5b0WhUkYb1eh1bW1tDj3e+ZwAqT6zTvkNj9CAhsQNLUnSrlpBsI2Dvss5NR248svGVSqXHE0aHfKHM6G0iANrtNhYWFvDxxx+r8JR8Pu+4YNslfpVkUyAQwNTUVI8yr1s59DazTcelLDFZs0yqxPbK96W76bnZrKU7nySO5Pfc+PVFzfS8PP8w/ULm2i06nQ7u3r2L27dv4zd/8zeRTCa7ckwA3QkYW62DpNl7e3sq/ODMmTP45S9/aZyEo6OjWF5eHsgCyczlOolDF2E5D8jgmp5LbgSRSASxWKzrM4Zo8fjTRuJ4POZkeTrZKP92Erz1OUFG3uv1IhqN9iQ/tkOn0+nr9cR2jI+PK4sxLeBOxKoUYubm5mBZloo71q9tZwXSjzsO6OMzHA6rZLv6/JOQCh7zHth59bkhxqnIkNTuRy7re5oUbviZvv7Qyq8/AxUoXscEWtkAc14mE9iHlmVhYmICIyMjXefGYrGuahZy7wS6yUw5zkqlEiYmJrqehdX7aLWSpBBjxBkqRkVR7rVU5vT96TSA/ScTQ1JRlHkodNd1SdxxDZMWa45Xr9eLmZkZ5bU8MjICj+cgue7u7q7ar0qlkko83Wg0VBioNB5tbW0hEAjg3LlzqtIHLbsklHd2dnqsoCZlX4Lvlx5E/aCPweOCvjbQtT4cDiuSUpah7gd97zQZtggqIAzTkOGidqEVkpCTVWvs5FZ6hsq1Q+4B0pOn3z5wGNBTndWsmBCXzz1MotFqtYq1tTUkEgl4vV4Eg0FF5DAXBj3NOI5Z7EH2HQ1l9O6hopzNZrsMP4FAwLVnyRMcDoPmZuT6SkOCyaCie6wBUMlki8Vi1xy3M2zJUFe5FvN/N9DXHLnmk1AwGaH1MH29OMYgbRjkuH56uw5ZDp0Ge1Nfcl/xeDy2spt8X4xm4fxNJBLIZrMqhQvJK+ralOUYdplOpzE6Ooqtra0eDkEnYey827le83c6ncbZs2eRz+eNnoRuQG6jWq266t9Bc5oNHE7FDY+QliWgu5SbDg5uTib54mkZ2d3d7bFwStD1n+fwuvoLabVa+P3f/338/d//PX72s58BgGNlnrGxMWP4C70yyNK98sorxrKLcpDqxIncuPuhHwuqf8/rUijmppVIJFRFLYlhrA5OsaHSrdHtIkBFmUSe7s5rsgRJq1en0+lx7XfzDJubm/jnf/5nWJaF3/7t38Y//uM/Go+lWx3zHt25cwfRaBQLCwt49dVX8e677/ack8vl8Pbbb7tuD3AwlguFAqLRKJ555hkV1pdIJJBKpZRlvR/YV+l0GiMjIxgbG0OhUFBjcH19XSnM0iPutMCNNY3zxGl+2V2jXC5jYWEBExMTKBaLrt9Lq9VSccEmN0+265VXXsHk5CTW1tbwH//xH2od4mLODcXOgvr5z38eKysruHv3rpoTVAplDLIJFIKPC/o8pvBG7yOdyCe4P1DwkRV0pEeVHaEi4fEc5IWRli4n5ZEeNLqCpo8bk+FAkj064c2+NhGFoVAIb7zxBt566y189NFHfZ+JuHfvHnZ2dhAKhTA1NYU7d+6o72ZnZwGgS3iVe6UkFeSexaTxsu2VSkUpSAzbLRQKyoODz8DwQR0ML6IwdZrWoHK5jPfffx9Ad4JMpzHGvpdklu5NAXTnWeE5b731lpEA1a3DHGuyAlWlUsGVK1dw5coVnD17VnkKETKshXCjcPn9fkdSVkLmMtTn71GTDDqB4/V6kcvljCQU22CaL1yrpIBP70+7UFX+dktUSXLHbd6cfpV+hvE00fvGbb4xeo9Go1FMTk4q45RThbp+qFarqFariMfjav1mCWX2a6vVQjQaVYodK8ewP6lMhsNhVdmNuS6lN85hE/x/mpFMJlVONTdG2UqlgpGREVX9zjS+QqEQkskkRkdHcevWLUVyk9ygTkZDWafTUfuLz+fD3NwcUqkU8vl8FzkKQHkp6nNTny8mjxzey4nAlcfxOqFQCO12u2ctpdFWGmqd5m2/vtWT58sfkiH8nmWvO50HIbzSa5gEKI/Z399XxgHON3r86XsZ8CBvVSKR6DKC0fgjwzzb7TbW19cRiUSQTCYViTM5OalI16WlJUVwy31Nrj1nzpzB3t6esWoV0L3W6zKk1A8Yyuzz+TA6OoqpqSkUi8Whid5jc+AY9AQ5mOVLkcKhnZVbXsMkfPdjHHXBT7aDP3Lgnz9/Hi+88AI++OCDvrlZmO2a4EJBF1FmuE4kEsYEd1LgNSUXNT2TiZAxQR5nUkLposVJKok1u2vqi9cgA0yeKwk56TbezyuJ95QCCGNBpfKqt5HP75bVlP21v7+P7e1tXLt2zejOL8eOdFGuVquo1WpoNpuYmJgwhoN88sknRgG4H5rNJra2tvCZz3wGwWAQa2trxmpHbp6TCf5oqSJpSXdjoJsE/bRhWEukx+PB7Ows/H6/yjMxCGZnZ21JnFAohDNnzqj1hwSRHorjdM/9/X0sLy+rDYfjlsJrIpFQ1cn05+L5+udO640ON8fI4+xCC2RsuvyeSo18f5Zlqc3bCfJaXG/6Cety3Uwmk0po6Qe9z0xrsMmTETio3pJOp/HjH/9Y7S9u+jSXy2FtbU0lJua6EQwGEYvFlAXTiezi+i2VNd26Jkk0KeRJIwIFZbu+kV5ppymEodlsKu88u/7VCRb+bZIP9OMleSkT50tIZUMH31kkEulSINbX1xGNRtX9TESNm7wxmUwGnU6nK5afyjL3MrafpEM/QvQ44PQcp6Ey0XGBHnduMDIygunpaUxMTCAYDOLDDz90lRuwH6rVqiIKpIJLRU6uLfr6Sq84j8fT5bXEscj99ckYGByjo6MqZHd5eXkguZXkG73YdWQyGaRSqZ69X4bxAg8SwuoGoZ2dHWxsbPT1jie5AnRXp5LXlOuw/J+QeapMa5nX61WesTyGRAX36XK5rEgCrsl6W2RaDq6jJF78fr8ysKTTadVGkl0+n0+FCXGvZ2g1wwvZD5KsJuFC2YneL9zz5b7F+RUKhbpIafYB+0knT6TOmM/nEYvF8NJLL+Hs2bMIh8N45513VPSLJGBk7q9KpaI8AJ0Mk9FoFMFgsMtLVUK+R6b7KJfLKt/YScORBKbbKYUmocINOWOCXkJN/rYjcQDg4sWLSKVSjrlKkskkfD4fksmkGvSNRgPValWVo87n85iZmUGj0cD6+nrPNew8X+SkppDbbh+U8ZYMpOwHndixE3CkJZUCPPucC4EJ/d6L2zArQi5gbga5bp3iuwuFQrY5PXSycBDrFuH3+1Eul/Hhhx9iYmKi51hdyGs0Gko4aLcPkmiHw2HMzMz0EDZvvfWWq/aYwOpXX/7yl/Hee++hWCwOLFDIOdFqtVSCS+BgUZThVKdJgXoYSCQSSKfT2NraGkggpdLFsoEmZDIZVdVDKkGD5FDY2NjA+vo6Op0OEomEaiP/f/nll9FqtfD222+rOF9+b1JsnIhlk1u+mzYyrIe5UnSi0mlNIkkthThZ7t3N/bnWOoWn8Vryeiy13G/OSNdneb60gFHoMq1dnU4HOzs7WFlZUeSrW8V2eXlZKeh0HT979mxXwk+79yXb7LSmyupGVHjkvqULnTp092V6uA5KiJ5EmKyrdnAi0+wgj9WNUVQ6dHKIv3VFQGJ/f18ZQ+zWAiauPnfunApHGRkZUWRSsVhURo1ms4l0Oo25uTlEo1EV/sVqWjdu3MAHH3yAjz/++MkeNCBkOMHDxiCySCKRwMjICMbHx9FsNrG+vt7XgNoPwWAQqVQKo6OjyiDFMEWfz4dIJIJUKqXGvSzoIEMUW60W8vm8Uj7pOfIwCMTTCHrK0JgyqOGxVCohk8nA4znIVySNTOl0WhWG2N7e7rq22zmgF06ww+uvv452u63IHIb/lctlVVGJ5IkdWSOrS8nvOO5ImABQ+Zy4/9Gjlbn/7PLFkXwBHpQuZ3v0OSb7i8+kVzltNpsqBF8vPy8NUVJWk0Yz7j18Ppl0moV2uPfIeSZlhXQ6rUgm7kE0+Hzxi1/ExYsXcfv2bXz/+9/vMm7xurw/92AaCuzGCD3qc7mc8jyS7dLDw3gfriMPOxeUGwxN4tgJIdKKxOMGXSRNx5usUzqTpycR3d7exrlz5zA5OelI4kSjUezv7yOdTqPRaCAWi2FnZ0d5SfBls2KRyRPHsiw1EZ3IE51Fls8j/+dvu3hDvW/kRuvmHBn2dphNTD/XlBcH6LVOAw8WASclwqQwumkvFwW58AUCAVSrVayurvYI3RRE2R6/368IHCbPY2zm+Pj4UF43dmCekPn5edy+fVsl0R0UzIdQrVa73oFOCp0GxelhIhaLwbIs5PN5x5BMHfo40hEMBnHmzBlVctXte9HDG5aXl1W7mJuC9+90DspHk9gLBALKsjUMpDXFLbjWyE1ah/6Zk5eiifQ2Wcqkotjvme2+c/Oscm2T7ZO53/oprRRY79y505Wrxg1I4uzv7yMej+Pzn/88lpaWsLq62pXzQe9PvR/dPKMUSvW1Xhor9LVcT6jaaDQUsXUaoMs9OpFnEvwHhWl/tNvrKRPROEJP4pGRka6cXiTX7N5DKBRCPB7HpUuXkMlkkMlkkEwmcffuXZTLZZTLZSwtLakwbrq+03uOOWiopPl8PmQyGVvPRBNoWGNZdVnC3uRpJsMJqOyYcsrxWNlXlBdk+XZJgkorMOUX9q1lWV1JxE2EHeeMyfor5SIqhZ1OR7n1m8gUtpu/JXEh76MbwvicoVAImUwG4XAYW1tbqgoagC6vAT4r82Ilk0m1hsj8SdVqFfl8HoFAAPl83rUibYeZmRlMTU0hmUyi3W6rsBPKdqywQ2UQeKAwyj2HMlw2m1XvLhqNqr2Z8t9pqZj3MMC8Ul6vF+VyuSusSTdQm0Bio9lswrIsReIwHQQV8lqt5pgT77DY3NxU6xQAlWOF+aW437kx5jihVCp1EVUyxPuovcBMjgZHDTvPRr53N3Pf7piNjQ1sbm4ilUohl8thcXGx6/qEvqZns1lb49CFCxdw+fJlRCIR/OxnP+tK6SHJOTl2uYbraWROEoYicZyImX6CyjCkDtBbwUMK63b33N3dxRtvvIHnn38ev/rVr2wXlM3NTSV0BINBRCIRZektl8tKYcrn89jZ2THeixUk9NwV+rM7Wc0IuQHp7KgUDkxJKvXj+TuVSiEUCimLvR73qTO3Evr34+PjqNVqagGXLn7yXch3TUEgmUwqTwHdC0n3HnIr9PI5vV4vFhYWUKlUsLOzo4RJ9icFPiYrluCCJPsxHA4jk8kgn89jcXER4XAYiUQC8Xjclhjs58WUSCSUoBWJROD3+5FOp3Hp0iX4fD5VoW2YBYOCXrFY7FpgT0q518cVsVhMlamkR4Ibq1On01HKgI5AIIBnnnkGr776Kn784x8rl28AfT0UQqGQWpN8Ph9u3ryJZrPZkwwbOIg9X1tbQzAY7IohHmYNlu61g8COxGBbJicnMT4+jg8++KDrO32dImi90kkTwDlxsB1Y2vmpp57C6uqqIsR8Pl/fZPjAg3XYFDrVD9xnVlZWukIdpWWvXzgLlSi/34+LFy/iz//8z/EHf/AHWFlZUWFWkmTQ+7XfWKDVmh5R7XZbeVlI93MSNSZSqFQqKYubx+NBPp83KrOPK5z2Kn0cDPPMJIRl0lan8SXfMV31+x3Htj3//POKFPzkk0+wubnZJUQ7YWNjA1evXnU8JhAI4Hd+53fg9XphWRYAqFxVtIBzzWAYs6w+SGMFAEVEsBIYczCQcAiHwwgGg4rIYnl1GnZI0I+MjKDRaODevXu4d+8efv7zn/cQIZRzJGgJ9vv9iMfjqrAASVkm45UJhnW5jQTQyMgIvF4v8vk83n33XayuriKXy3WtK/TIkQqHLnPp+TB8Ph8uXLiA8fFxjI6OdiUErVaryltmfHwcTz/9tArJpjcvx1s2m1UESTKZVNWhmG+w0+ngxo0bWF9fV30wPj6ORqPhOl8ScBCik0qlkEqlcP78eUXC3Lt3Tz1PMBjssvTLvCfsbybEB7q9qqVxhe+Dfz8hcdxDknSsDsRxLhPgAw/WPFlhrFKpIJfLYXd3V+25Xq8XIyMjKJVKxncxPz+Pb3/72yqRfzQaxcbGBpaWlrC7u4t8Pq+8g7hGMMcbw4ySySTW19fxwQcfYHFxETdu3HgY3dWDYQy1nya43XMkSNqa8rhdu3YN165dQywWQyKRgGVZSs7iuklvvUESET9qDEziSNdpXeHWPWTcwq33jtysOp0OLMtSlhaTKzcVqH4hPtyY8/k8IpEIstmsmmBMTspkanYCvUyiZFdCl1YVmT9GQvcu4oYkk5PKPpAWVrt3AhwI92fPnlWLlwn9iDn53p955hlsbGzg3r17xmo4dv8HAgGcOXNGufHpx+p963YcSU+saDTaVS1FuvkB3Qm35Of6/+x/WgLK5TLi8bgSaJgHYHd3tyevD9l2XoOMbiQSUaUS+R1dKykA3b9/f2jGV7oRPw6Lz+OCWq2myg5yDWDFO6ekn9xQTAIsS/3WajUsLy8roSeVSsHn8ynhnZDEkbTmSBKUibL5f6dzkM/pww8/7Kp4MuzY6HQ6A1uM5J5g8rbxer2YnJzE008/3UXimIhgCdP66vf7kclk0Gw2exLkmzwj9LYsLCygWq2qUs6tVqtL+ZUkiIQksN1AvksqRUwgyH1EVrZxC66rZ86c6eqTarU6sKu7DlOZd12JtOsf4EGFBpkg8STGlw8DemuYjDN2Y6IfkWPy1OA+QmPOYUJrSG7oY4OKfiKRQLVaxVNPPaXC9EZHR5U3H/BArpIWTT3sncJwuVzG3t6esnK+/fbbStnjuXxGOZdkDgXp/cXwd+6p6XRa5YOQyj3zONTrdZTLZeXlyjZNTU1henoar7/+ulrX6/V6l0FJKqKSIOEzUsY4e/Ys5ubmcPbsWTQaDezs7GB3d1eR7PQGYrVDJgkNBAKYmZnBb/3Wb2F6elqRyp1OR61Fsj91eZnf6e1lWwOBAO7evYvV1VW0222srKy4Cv97/fXXMTk5Ca/3oOT5U089hWaziUqlgvX1deWlQBKKa2WhUEC1WoXP58Pk5CQsy8L6+nqXUh4IBBCJRGBZFpLJJMbGxhCNRhGJRDA7O6tIsBs3bmB7exsbGxvKE4MeOJVKpefdkLwjYUzSi0ZaKmZc33m9407wf9pBuZhEGvOOUK6WHric881ms8ejPZ1Oq7wmJty+fRt/9md/dtyP8wQPET6fD6lUShnHpaG0VCphcXFx4GTCXq8Xo6OjxlyQ9IhKJpOOBo7HBYfKiePkBaMf1+9zbkx0dex3Tb5gJ7zyyivw+XzKhdINqtUqdnd31f1JpFCZlyBxwFwPRLPZ7Mp5Q8gkWYSpD/l/NBrFU089hfv37ytrhNu+lht6MBjEU089pRJn6hjE2wUAzp07p5Kp6v3h1M8ez0F5VMbSHxV0KxQFK13hlIqf7ulALwXmMaEXFq03zC/B9zA+Po6FhQV4vd4uYoxjMh6P98SKUhhlO5iA2LIsrKys4Pbt24eOuXQTuvEEg6FWqynPM3q88F0Gg0Hl5UU3b84DWoR2dnZ6rsnNamVlBdlsVgnbrATg8Xi61iE5r/TKdxJMFsj2yeobpnw2hwFLhUsF1kTkOt3P7/djamoK8/PzPd8NGrZlWZYKT2Pfmc43ES6sZrG2tob79+8P7D3hpp0MvQgEAl2eFPQu0MM8SQ4MglarhRs3biAQCPQkOyZCodBAZBzbYbcv6+/JzgAjy6wfNoz3pGHYeTWIV47Hc5ATJZlMqtAd7kf1et313jEyMgKg26OPYAUxei7Mz88jFothYWFBeTXs7+9jc3MTe3t7KqQKeLCnUpHzeB7kw6FxpVQqqZAbQg/rsyNNuD+nUinMzs7ic5/7HFKpFFqtFpaXl7Gzs4O9vT0sLS2pdplC3yWy2SyuXbuG9fV1tNttFd6RTqe7ckiwLdJDTn83fr9feaysrKzg1q1buHPnTt+wgmazicXFRUUqxWIxVCoVRCIRTExMdK0BHGfSmGkyBkqvH6/Xi7W1tYEt/7IKZyqVwrPPPqs8p7LZrMrlAfQmKmcRCeZ8e+WVV3D58mVEo1FVvYpeU9xD6Y3KtAQc0/zhvfh8stKOHCcyxEwSMySP2Wcy7PykJi0dBv0I5OOAHq5YKpUQj8eRSCQQDocRj8cVoRONRrG3t2fM/cL5fJr2BoloNArLsmBZFlKplPIKrNfrWFtbGyjMdBjMz88rnZDrmayA2G63sbm52RUieRwIBoNIp9NqzpH8ZxVMhkkmk0lcvHgRm5ubah1wIxO1Wi2MjIyg1WrBsixjvx421POkYGhPHP0zHVKx5gItjzVtPIeFLqyeO3cO169f74rzdQKfTQo2UkiRGbvlwNetwtwsKHTYxazL36bv5+fn8dnPfhbf+973XCk0dsKzLoSZjpHWGwqH8nv5Pufn543EmBviLR6P49y5c1hdXe3Z+Ifx4uJ9SZzduHGjy0Lkpt8YZ0+vGAoSjItl2xguUCgUsLOzgz/6oz/CmTNn8Hd/93c91ywWi8pSyDjuRCKhlHwAqvRmrVbDv/zLv6BQKAxdvk72xRMcLQqFAj766CNsbGygVCohHA53kSuRSER5ZZGMqdfrGBkZweuvv66sCcT8/Dwsy8JHH32EfD6vrL60UFUqFdTr9S4lyOfzKeG2XzJGrj2sViDLOB4VpqenMTc3h1/+8pfodDpdZYP5W3rwkVSSkF5xujfLoAQOcOBF8Nprr2F3dxfXr1/vSeQHmNdbVmgIBAKYnp7Gr3/9654E627aQoHIjiAhgUsSg21hO4dJDun1enHhwgV8/PHHAA4Ekz/+4z9WCgwTXUsDxCAEjhTupPeo7jVqR+LI/ta9VU6zsK7DieR0C86nqakpTE5OYmRkBBMTE7AsC5FIBFNTU4q8o3cEcNDP+/v7uHr1Ku7cuYPvf//78Pv92Nra6tmD19bWsLy8DI/Hg3Q6rapM/d///Z/rvF30KuSYoUcEQ2xSqZQKUZVyh+wnvX94La5pXq8X7733HvL5PLa2toxCejAYxMjIiPIekqE2JF1I0N+/f195yzLvHYlLPQRKJ9Y5n69cuaKS5dILgZ4mktjSvZUobxSLReTzeZXINxQKIRaLodFoGENTTF5B8ppMAlyv123ziTCMi+2lcsc5LT2Rr1y5MhCpXKvVsLa2hqmpKZw7d06FuC8tLeEXv/iF8saRY5b5heildOvWLWSzWRViJ59T9of+Ywc53+zG3OMOrhP62HiYay3nVT8SVWJubk6Fa7MSkROi0SiSyaRKak3DK/fzo6iKNgxisRji8bjy6JPkltQnH0Xo3u3btx/6PXVQTiqVSsrDclivUsq5JpL9tddeQyKRwJkzZ/Dee+/hBz/4wVE+xonBUJ44dux/P7hdLE1WUjvvAvmdfsx///d/o1gsIhKJdLXBbjFzQ5LwfHoM9TuPXjx2ZaPtzg0Gg5icnEQymVQJtgYB20m30Y2Nja4Eg3btMCUjk33Gjd30LNJFledRaKEyWiqVbMPShiVxCCq40iOHBKKTcsTwK90zTN/49PG7vLyMS5cu4ec//3mPWygFRxI1dNujNZVCJK9fKpVQqVSeeNGcQDSbTdy7d09ZuqUwWSqVMDEx0WVR4DgpFototVpIpVJd12Mc98rKSpfVsNPpqFwvtDQyl41OpDrNExmCQNfUYceV6V5erxfT09OIRqPqMxlW43YOdzoHVRXW19cRDAYRj8cVAU6vJvaNm/az32QFBzdKM8myXC5ntFb3ex6+K538NoF5uXQFwrSnukG73cZnP/tZReLkcjl8+OGHGB0dxf7+PiqVyqESQvL96+3USTrC9Jn8Tl73NMHumY/jOXd3dxXhV6/XVc4XVpJiFam5uTlFMD/77LN47bXX8PWvfx23b9/GlStXjHNKjl96EHIOkhgKh8NIp9MIhUJqfQEeVOkql8solUoqTyCF9HK5rBLjVqtV5ZWmE70ysSTDPyl3RKNRVfac5XhlX8u8HLwu1xMZttXpdHpCyWghZyjPzs6OItT1CjN2YD/JezkRH/F4HMlkUuV4yefzyOVyfXPI6ISOlM8GQaVSwf7+PkKhEMLhsHp2adhizp9hkpB7PB4sLy9jd3cX4XBYybEvvvgiEomESu7KfEgMQysWi9jb28POzk5XQlk7sliuUXLO2RHM+rp22jDseHhUeP3112FZFnZ3d1VuUhLBnEP6s5AQcUP4ALZuBgMAACAASURBVFCkNj2UjwOWZdlWMO4HEuamJOwmSE8zuR97PPaJ6qXcIR0s7OQrGiUB9DUems5lTjCZ2kJW6eQzUI8fRM9lons5h2V/rK2twefz4erVq4+M0HsYGJjEsRNU+ikW+sLq5rpuvovFYsotSlfUv/vd7yIej3dt9LFYbOhQHr3dTuSMbDcFfIZD9RNwgYPFgAmETVUVTOeYrscF686dO4jH44jFYvB4PANX2SFisRgKhQKKxaKRbAPQpdBKS1ar1cL6+roxvKTf87iBHIeynynQ6Uqd3Mhl9RTpOaa3j6RUq9XCT3/6U/zu7/4u3nzzTfz1X/81gAf5kGhdowDETYleC3Qd5n1OS5WW0wgqDIRe6aharar3Jz1eNjY2sLq6igsXLnRdr1Kp4P79+wC657JpbeBmR2tvP48aeT2ZZ2JYmAiUQCCAsbEx7O7uHjqeuN1uY2lpSZXC1u/D0DU+ix1hD0DlD+N673Y9oTKxtraG3d3dgfrL4/GoHBZuvYfkc+ifD4MXXnih6/9sNqvWn6OCk+HDtB/ZeVRIkuc0KVB2oWZ2SqcTnPb3RqOhyiR7PB5F/NsJ4RyX8/PzePXVV3Hx4kWlGLsFxyuNMYlEoqsaEGWUWq2G3d1dpYybQJlp2KSexWJRhd+YPKAP4yJfqVRw7949zM/P48KFCzhz5ozykGFuHyYBNj0fCXdZEU6Hx+PpSoB85swZxONxFItFvPvuu6695I5SSafxq1Qq2cpmwyIUCmF1dRUejweXL1/GzMwMZmdnlYcPQ+vX1tZUP+dyOdWHbsl7HW6Nyv084p9gONCrGEBfGWRhYQGXL19WhMze3h7C4XCPMYqgp71bkIiQBB4JE3rfczwyYT9/9CTh0gtON4YzNJDVjhmuZ7oW28Hf8Xgc09PTSCaT8Pl8uH//Pj755BPH55LGaelhqMtkTOArE5FzHXbC3NwcZmZm4PEcFJ3Z2tpSeajc6PvRaFTJRiy2Ysqrx+OpJ1EOllWjCBI+JG/s5Iz9/X0sLi5ifX0dKysrmJiYcHzWxxmeAZm1Dq3CBAeRFGLki+lzPVsLsxuiAjhgL6VAEAwGbYmVZDL50OPgpJVWkgX9FIXR0VF8/etfRyqVwt/+7d92lQUdBrR0M4kbc3hQ0Pd6vYrwarVaCIVC6h1IZSCRSGBhYQH379/vu+HLBYwEj5tnHxSyrdJio1uLdQXCROjwb15DB5O2cRx95zvfwXe+8x28+eabCAQCKs6VZaMPk3zyONHpdB5rqcXj8TwSE5NOFDIvFisAmTA2NoYvfelLuHnzJhYXFxEMBpHL5brIRV7bzXpst66aiHL5WT8vERPsLLCXL18GcOCNRqWMm65eMcUtTM9vShLP8Ct9cz9//jwmJyexs7OD69ev91ipTGCVFVqc7Ur56qAgwTLZTN74KPCnf/qnyOfz+Ku/+itXxzutfaZjJaS1T4ZX6efrXo2m4wTx9divRSbPiMMo2G7lH4YuSc89ns+QTKA7/v+5555Du93G9vZ2F+n5OMLv9+Opp57C1NSUyiu1srJybPd79tlnMTExgUwmg5mZGdX/lUoFP/3pT3H//n3s7e0pT+rx8XGMjY2pKqdMCpzL5R4bL4lBsLCwgHv37nWthYFAQOVh4hprkotM4WFSidPXlGPClU6nc/m4Ln7c6CcXDWpAd3G/gc+PRCIIhUIol8vGvb3ZbKpy3073lb8JOV74N38kqST1AeapIXHEkEh5vH7fTqejKtsBwN7eXldxGwl6opB8JvQ9IhAIIJFI4MUXX1ThstRv6ZV2/fp17OzsYGtry5VuwVQO/ZDJZPDSSy9henoamUwG0WgUxWIRW1tb+OCDD5DP57vkItP+TgM1vW86nY5KIC/zWdn96Nd2I+faQXozjY6O4uzZs7Y6q54366icCXg9eW2ncyT+/7Gu1qJDJTbWG3hYJUS/nq7k8FzdCi7hNGDdZOQ/anBRoIBFQqcfm9xoNLCysoJCoaBchAeJLzVdb3d3V8Wi0zWaoWYcyDJPhamNjUajJ2eEE/junJ51mI0AgFow5MItf5usVXYWLBPZY9dWaRX4m7/5G1XGnvlScrkc8vn8E++aUwh9kef8Nm30ssLI2toapqenkU6n8d577wE4IEQZciAXfaexZ7fJyPVSJ8W5qdhVzev3vCbcvn0byWRSrbf0utM9gHTByem6bj7jGspqGACUlWl/fx8rKyuKIDPNdfaDzGvGnCFuE8PSYkSDxqCWwaPGJ598gldffdXxGFN+IMKJgNHxxHpthmk/OQrYjWNCzudqtdqT1JWWS2nsCgaDSCQSGB8fRy6Xw61btwauOndS0Gw2cfv2bVy6dAkzMzPodDrY2NhQe/DW1pbynJFhVbLSl8djH34g4fP5sLKygp2dHVUqGYDyQJJ92Gg0cP/+feVx+WlBLBZDJpPBxsZG1+cM+yOBoycRNim3R6FQPYEZR9Wv+t7qJKMQ1WrVtkiLrLDqlGhayjkmPVQ/Vj9HHs9qcZFIBIlEoqssvSmMD4DK9TU5OYmxsTGEQiEsLi7iypUrPcfSw8cNNjY2cPPmTeXRw/nE1AsrKyuujMMvvPCCSpLOUMVKpYJwOKz0PsuyVDUwhjuRMPrFL36Bvb095PN5JRfJUCyTwZs5rWhULxQKKlxTN6Dr70Z/JzrsCFwTWcJ3Q+RyOViWhYmJCSOJc1ROBXZtNJHQdufKY9zKlEcSTuUGwyrqTi9UV1b64VFZSnlvClQkH5yqTVWrVdy5cwejo6PKndAun80gKJVKXe590pIniRkqSvoAH8RF3+37HmZc0A1Sf/d2k8fNPdwcY6p48IMf/ADT09NYWVnB/Pw8/vd///cJgfMpgp0CR8KhXq9jZ2cHIyMjiMfj6jvGT+tjRSoX/N+J3NHPtfOyoNfQIN5wdsft7e2p/C6mEC+7uTTIXA+Hwz3rjewL6eHYbrexs7Oj2qSX5jZZfOhBNGgS5XA4rO7J+z1KfPjhhzh//jy+8Y1v4J/+6Z96vtdzKtnBzjW5n2VpEDJnWDngpMNJeZHKDWESRJ3+d5r/ugALPCh7z3PC4TAikQiazSaWlpbQaDQQi8VQrVaVtfZxfi/f//73YVkWFhYW8OKLL+L8+fNdeTU4T2V+Gzl+Q6GQImb9fr8Kd65Wq7h16xY2Nzexs7Ojcv08gRnFYhHj4+NdFcj29/eRy+UQDoeNZehJ+PfD4zw+TwqOsw8HId36HSfzxpnOsTvfpEj3O5aGuFar1VXgpNMx5+LhNQuFAra3txGNRnHp0iVcvHgRn//85/Gv//qvh04gTE+Svb29nirAxNjYGDKZDCYmJvDcc88hFospcpnVCzudjvIsYuRFvV5Ho9FAvV7HysqK8pbZ3t5WXjMstuHxeIz5QvW/PR6PSlIOHOivzAmp97mdl67p+k7HOUGOnWaziZ2dHXzuc58DcJDrbXNz0/W1BsWgsq/c3wd9TmCIcCr5EvTyizp7bse4ubVamUriuhFkTJiYmDjWFzcIuEiwnHW/hFHRaFSRLdzwmARKhi8MgochTLuZnIOCbC/QLbDy2lIYsPNwoAKm94HT5Ol0DjwdmKCZ1T2Ir33ta6hWq/D5fEgmk7hz5w5u3br1SLy/3KBzCkIYHnUb3CCRSGBqagqRSATpdBpLS0u4d+8eUqkUMpmM2khNxDR/6ySOvtBL0kc/Vk9kJ689SKI6kxLvFm7Plc/EBJvMRWFK8CyFf33vOeq1TSp6VAZPElE7MTGBr3zlK8hms/j3f/934zH9rF6mMaQTivI8J5LctNbqxzLf0mlfiwaxwOnj2O4cu/didzzJDBPhGIlElDfhE0X58cZJIEnPnDmDmZkZ5HI5XL9+3XjMUcuGTvrFgMef6nCqk4RIJIKXX34ZlUoF2Wy2J0RIFqSR+7qdki9/S5iIAzu5AYCqmkY9g4Y2u/u2222VFDydTuPChQvIZDLIZDIYGRlRc1JWzqrX66raH41qbCeJGJmwXpYiL5VKqmIcC6ZsbGyocE1+x9Qd1BNNsqWsvCfJGqf+1uVLhk8BB+SNXpGLx0nnAdM7kr9lG/rtcSZZF4DyLCLGxsbw5ptvqryu165dw+3bt4fOz/YQcHzhVMMK8jqD57Th2Fmj7JgqJ0WB8YgnBYy3lMylyT1OTn7+L63PTNYl3YN1y8agrOAgsJtwx6VI0bMB6C7vaQrZsFN4TXAiBuXzyGv6/X6VkBAA3n33XczPzyOdTsPn82Fubg4ejwdXr149zCM/wWOMTCaDdDqtNua9vT1VVpIkLBPSyZLTEnYbmU5K6oS5nIOmdVZ65ZisJXZEu1OlQDvYCVaygpzc3D0ej8p7oyeMluvcw4R0E5blbh8FTO9nc3MTn3zyCZ5//vmhrwG4s3bavc9+1+t37GmFHcElvxtkz3QrM8lr2nkhW5aF/f19lYj0UXgrH4YgfoIHOCnzanl5WY2nUChkG6p3VMRNP/nOab6YDCKnCSdxbiWTSUxOTiIej6NWq+Hu3bvGQilyXbLbl/qthXa6otM7ZwLeZrOJeDzeFV6lX4NyS61WQ6VSwebmJu7cuaO8YSYmJlRV4LGxMWUEDoVCSCaTXeQG20GZjJ4zJGhKpRLu3bunSBzZTulJyTbJ9lFn5Od26Kc36n3KqnZerxeFQsGY58juXfSbv4PobfJ9sP3BYLCLoNne3sbPfvYznDlzBtPT05ifnwcAVdnzccWhcuIQTlZkfu5WwLO7dr97OV1vYmLixLnAcvIxQaaJxDEpUvI4mQNDt6ISw27sdHl1sm4P+06HAcvJ6e2xW3Ts2uZ2wzY9sz6eZaWzXC6HK1euYG5uDm+88Qba7TZmZmZw/fr1Yytn+AQnF6FQCHNzc8jlctjc3IRlWV0utiy5GwwGVYU9J4uHTtq4nWcmclVej1n+pVeJ07VJXkjSZdBwJP0+/C0TIjebza42D0qaHKVCQw88j8fjumLKcUEma9axuLiIRCKB6elpY9nVTqfTlWPFJOA7EXhu+9Ru/9eFrk8rTIaFoxirgyg6tHIz3JOWVM69hwn2B72FThpOarsIXQk8CVhaWsLZs2eVgqdbu/sZcd3CjqTod119TTpJfXeUcEMg94NpPR/kfIlQKITXXnsNExMTqNfr+NGPfmSbi455cZx0QBMR4Ka9/fbBdruNSqWiDMemMHR5PFM7kAiv1WrY29tTSdZlJSyGbDK6QtfdZJg6c/+ZQtb5DF6vV93fjhjhte2MgnbjQv9c72catljB1SQb6aSSWznA7t6mMS29iNhP7XYbiUQCpVJJfXbv3j3lRR2PxzE6OmoM23fTnpOCgUkcDlT5v4QkFIaB25eq38+uU5kl+yRWYGCyNybKdApvsFtohoU+kbxeb5fwxvd8UoQXeuAAD8gb3Srfz3KsL/5OSrMJevUEU9/cvXsXL774Iubm5hAMBjE6OorV1dUTNemf4HgRjUYxPz+ParWKQqGAVquF+/fvd5Up39/fR6VSQSQSQSqVQrvd7vq+35i2WwtNMCnpugAyqOLW6ZjLZLsViu2IfaLVaqlqEUdFmgwjsOuCyqMMj5T5f0wol8u4e/euKgNtKjPebre7PKAA9+TMoP1md41PA4HjJPAdBYEzrPJKVKtVZRThnkaFm276DxNs93EQJrrVnJ+Z7s91Sa9yc1IhjW0nDYVCAU8//TRKpRIWFxdtc7/pGMRAcdjnPon9dpw4CmPLsIjH45ifn8eZM2dQrVaxvr7et1pwo9Hoqj5rInAIXe/sZ3zgsTJthz7Xq9UqOp2OImAYRWFnEPZ4PIqoAR6UAW+324c25pKskEnr+xm1TXuPyYNF7xPT/qKTYDLczM47WSbal9fV/9bb6PSZ/j1Tk3g8HuXRTvmUSfxzuZw6fmNjA6OjoyqULZVKYXNzc6Dx7abyqZtnc5JJXZOsAzagIzdZ+XL0CSAZVP1B7TxG5G/9PJ2t7NNOnD9/Hrdv30Y4HMbo6Cj29vbUJLJTPh7lgh6NRuHxeLpKo/XDUVoR9DCJQROgHhcsy+oqKcxxxhhVJyFWf6dOJKDdNSRCoZBKfGZZFvL5PEqlEiYnJ7uqMXi9XkSjUTzzzDP4yle+gv/6r//C1atXH3lfSnROeR6Khw2OtTNnzmBhYQHxeBzXrl3D4uIiAPtSj36/H3NzcyreeXV1Vbmjuhm/Jrg5RyaXpHDQ6XROVILTZDKJVqs1FAHv1HduLbBMBuv1epHNZh9Zv8i4dVrqTCAZl0wmce7cORQKBSwtLdlek9D32H6eVaa+k/3tJExLCOvgY78W2QlnUmYZdvzY9edhxiOrlXU6Bx6lDK+cmJhAp3MQws3Qz4cN2bYnsAeTr57kvkomk8hkMhgfH8eNGzewt7f30NswoAX9SU6c4e/dszdw/Tt79ixGR0dRr9exsbGBfD6vlG7p3Wv3fui94sY45BamY+3CtZk+AYDyjnEyIA9qhHMj2/F+OjEiv+t3fV2ntmuDE2nCkDCPx6NCqHSwgI+dJ9Vh1iv2gawwKtdBufcypIrhXhLnz5/Ha6+9hmw2i9XVVSwtLaFer/fIMqb727VrGMj3qRkRXK1F9jXcDolBmCVpKXFzfD8EAgFlMa3VamoC6p4UR3GvowIVt2AwaNvGo7ZgmogzQi4Qj8pyyoTOAJRFXlaW6KdouJls+uLmNEblBKPbJAkbCbLu9+7dg9/vx/nz5zE2NjbQsz/B4WA3h47iuk6YmZnB2NgYfD6fInCAg/mtV0wCDgSCSqWiPD4ymQxisZgiVUyws444wSRk6D/SunISwE16UPSzvLm9BvMVDZIA+qihG0OcvJJI7uTzeSwvL6vqgyZIYXUQr5FhcFL33KOGnEvcI+gGf9hnNc3XYcGE0kC3cYzVmPx+PzKZDEZHRx/J3t/pdJTS9gRmSLnoJM+jfD6PpaUlXL9+HU8//TSee+65h96Go5gzpxHSo0MPd6FS2S+HCuHk4UHZZm9vD6VSSYVvskgA4fR+WEyA13OC2/dt2pf43PrnzWYTtVpNVc2yW4tNZIrpR97L1Pf92itlAulU0U/ulfeURIjTWNCfizoqkyrr0K8n+3RYAkeew+rOzA8r91n5nFKX9ng8iMfjsCxLHbO0tIR/+Id/QLFYhGVZGB8fV5Ex9KYy9YXdO7XrO7fPNozBFhiCxBn0BZgYPSc20O4+gyzCjUYDiURC/e/z+XoU7ZOGRqOhiJxBFJej2pj096ArD48CeuJmUwJnCbdjSldaBmXvSeC0Wi0kEgmVT0Bif38fhUIBuVwOsVgMs7OziMViru/zBEeDo1RCnK7V6XQQCoVw7tw5dDodXLt2DdFoVOWe8Hq9XdUWJPL5vHJHZY6cVCqlNqF+bRp2U5SbhwxbelSkrY5hSByTUDaM1Ysx63aCynHBThj2ePp7yBCBQAD5fB737t3D2NgYRkZGjMfJ968LbPoxpvNMbXc6ZlDh5nHCce6RR0XeEBR2pUs+jSPZbBb5fB7tdhsLCwt45plnbMfPcYHj3FTF5AnQlRvwcSEmcrkcbt68Ca/Xi1dfffVRN+dTBSciwe57t8qok8GZskkkEoFlWRgbG8PExASCwSA6nQ5qtRo8Hs9AezwrLeneqbpOKe9vN090QkQ+C68vUa1WVUJhU9VPU1+aiBGdMLEjCpz6W3+2fgZop8/cvG9+HgwGVVVlU2i5rjea9DYJJ0Ol9K5h3h8WKdL3LZNeKFOEdDoHIXHJZBITExNd9/n1r3+NbDaLWCyGeDxu7FPZln46qd37sCPyAPRcaxAMbOoY5CWYcueYmEq76+kKituHsywL8XhcuZdXq1VMT0/j7t27xuueFNTrdTQaDUQiEVV6HDCHnx0W/fpAj/98mLAsC6FQSCX4kl44hN24cFr8DtOHcvICB/HeHo8Hk5OTPdbxSCSCTuegIsi7776LaDSKTCaDV199FW+99dZQ93+CwXAcY9bpmiMjI3jppZdQLBbx61//Gjs7O9jf31chVLTgmNBut9XxY2NjKsaXmxDnIAUY3QVZrq39xr/cNOxIdQpZbsM6nTDsWuvkReKGXO5H3Nj1lc/nQyQSQTQaRTabPdZqPYOQJoOsXVLQMiU41q/NtvS7vpt+18e4qZ9PI4njFidB9mAbuIYw6azH40GlUkEul8P9+/cxPT2NTCaDF154AT6fD5VKBfl8HoVCAZubm8ea4Jv7PivDPEpvuJOEYDCo9oDHrT9yuVxXbgodco963J7tJMNujZef2xltpUJMSAVUV7blMZ1OB2NjY5ienobf78fGxgY2NjZUKE4kEkGxWFRJed2OaakbEVTy2WbdMOHUL/qzOIHpLoLBYFfYp8lZQUJvi9M+bzpePqcdQWVqQz8Cx4ngkp/7fD5VXKZaraJYLPakh2Bok94+E+zawLHIRNAcd8xfw3B//d3ZPW+z2VSkN+VpVg/meMnlcvB4PMrgvrOzY2yzE/q1x0SQ9SN73KbfGNpf1Y1gJhtnqqohB4ppgNtV4ui3yDPEhefTRZiT7SRXG+h0HlRm0fMP8Xt57GHu4wR9Mj4sWJbVldBUlhYGepUCJxLR6f/DPJfH41EJ1/x+f0/ODobOBAIBVVo6EAhgfHwcsVjsRCbZfoLhEQqFcP78eczNzeHjjz9GLpdDuVxGOBzuIkLsxpvf71d5nnZ3dxGJRBCJRHo2ACo0JFj0uTEMpKWBv5kcbpiEx3bXHxRuXblN85gbNv92Irf0awWDQeUxddzllt30jWy7GxKFx7l1gx8EJsHYZIWUbTb1/1EbJB4XHDd55XZP048xkTGdTgerq6vY3t5GIpHA+fPnEY1GkUgk0Gw2kU6nUSwWUSwWjy3PCZVDpwqenybQM/Okh1ANC1PFIOLTumYcJZz6T99n9AS5Jn3PybjQ6XQQDocxMTGBUCiEVquFcrkMy7IQDAaVRwuhJwKWn/t8vr75OdvttlofGGYjZRo7+d9Jj7VzPAAekAPU0ZycEUx9YzrGaV/V34+um+l9I8lQ3chnkpdMJIj8m+FLzFGo30+2qd8+Z0caeTyerhAmllkneUNID1J5ruwroFt+ozwrv2u32/D7/Wg0GqhUKiqpfyQS6ammNwicOA39fcg2y3c5iKxwZEHHgyywgzRwGPIiFot1xb7R7Yux4HYW3pOCRqPRVTLOrRIyDE6aVZReLHo+gUE28UEFWbfKES0FcsEwEYJS8c1kMqhUKtjY2EAkEsH4+DhqtdpDr/7xaYcb4m9YTE1N4dlnn4Xf78f6+jrq9bpi/yXs7kvCwev1KnKG1h5uWLpXYygUUnOCoX1OhI7d5m0Clbph8tEcJdwIBDpMRgK31/D7/cradBKJVvaHyfNPCh38flhy77DEvRuB1k6gPK1wu8fw2GH65Tj6stFoYGdnB41GA/F4HPF4HIlEAjMzM/B4PCpRKRNc9qs2MyhOylr0qBEKhZT8epxzRpLnprLGxwk7b9WHsUYMMj9PG+zW50H+N2FyclKlGsjn88qbo1qtKi97jrNAIKCUaoYrSaWWXhO6R74JUnmX3hyS/HQiUvTvTGODRjd6TTv1C883ES3yeynvuNkz7cgLHquTBPq99GvY9QeLuZBMsSsM5EQWyXvoc1y2pdVqKXnWqdqV6VlJApEIikQiygBAYwDHHUlBeuZks1mMjIzA6/UinU6jXq8fqXHU1A/694NwHBJDlRiXneZWQJaN0ieVaeLw72FIhlAopJQc4EAQKRQKiMfjKBQKJ9ILh33JtlHJ1xnHo95k+lltH6Y3TjqdVoy6DKXSCRxpaZftk+NykPY6Lbz8zUSLHo9HscL1eh13795VybObzaZSqOT7sywLzWYT165dw2c/+1lYloXFxcVDlxx8Anc4TgHthRdewBtvvIFGo4H3339fzSWTF4edJbler6tkajxPVqnjHKBAwo2Jz0YPHX0edDqdrjnk1oLLY5rNJkKhkMoB9TAhE+/ZtU/+rQsiJmuVhMnylEgkEAgEsL29fSzP64bc4HpMuAlZMcXuE+l0GuPj41hcXHS81iDChvzf5GFjJ2jxeLlOf1pg6t/jJJYPA847GbJZLpdRLpdVFcZgMIhQKIRoNIqZmRnMzMwoL1oK+zy+VCopgmdQ2avT6ShX+k8T6SdBRZEykds+kIlLdaOg3A9olZY//RAKhVR+imQyqfYgn8+HUqmESqWCYrGoDBqpVEoZJ4rFou11TSkYDgOna5i+Ow3ji2E+hNs9fxgjqZ33xYULF1QIJgCsra3BsiwlG3P9p7cyiRpJeBxFuKbTPi6Vfj6XnF86SSKfX0YKkGDSSQx+Zre36nKpnTxgMmL3072dZB7ZRiejH4/je6zX6z39KfVHE0EkE/wPikAg0POcUraQZAwhjeNO64xsfyKRUIm3M5kM2u02zpw5g62trSPxyOn32WHx0DxxHoZliYLF9vY2VlZW1Od0k+KmM+iAOi7hwc119TCiQdvS73g3RNzD2Nii0SiCwSDK5bISVvieTKSN3j4urMNAEjUcH1wceE1ZjUq2ORKJIBgMolKp9Lj9AQ/id8PhsMp5NDk5iWw22zdfxRMcDY5z/D799NMIh8O4ceOGElSoeOiw875qNptK4KYVAoByCWb75QYaCoW6SixK8H+OVQopdIdl+9z0S6vVUkrASfYe4xphEojcrJkez4G7bblcPnYCR65nQHcyQK59JlDIlaQcAMfEy9FoFNPT01heXjYmIpQwEStu+87Jymh3/qdBKR/kGY+zL2ZnZ+HxeFAsFh3zkgC9IQ1Ab6LPer2OWq2GfD6PbDarkpdOTk4iFoshEokglUohk8mokrzb29uKDMpms6rai1uc9rFiAr0X3OQn9Hq9CIfDyiDA8CsSNZSphg3FTSaTKl8hPSwYAlwul41GClrDaWGn5dvNe9fXo2FIHTsyWvccOE1jy2QcP0qYjO76/hYOh1EqlRAKhbC1Bc0FmgAAIABJREFUtYVwOGwMxUmlUmr/Y8Uqj8eDWq2GSqXSowccpQFeEsR8BhIHhF0aB504kOk67I6Tn5mMH4Q+5p3IANP8MM0TO8LSzfXr9Trq9bqjZ4yUSw5DvkmymR41lHO5jrnZNwKBQI+8xOpm+nPSA9Dv9yOfzyMWi6HZbCKZTB6KxHlYGNoTx+5/u3MAd+ygjn6spgRDVXZ2dnD79u2ust37+/sIhUKIx+Not9sol8uOL0jmVKBycNQePKaJ6/SMD4MIIx62t1IkEukiT8gAO40duZEM2l4qbZy8XLyd4vtZ8pzhbpFIBPF4HJVKRSXD0heXer2Ocrmsjt/a2sKZM2cwPT39hMR5zBEOh3H+/Hmsrq7i+vXrihiRY3VsbAzb29tqfJsEXQoSjOUmZHZ9HfV63Vgm0m4jlyQo5xbwQIAwtR2AcnnWhd6jhN11+5HP/Y5z+lwnxJkI2I31xi10AUu+G5kDwIk0kqG/3IfcrHcUhlOpFKanp12HowziIWNSkNin0oJouvZp88Kxex47meco51I/uSiRSGBubg5erxe3b9/uS+KY4KTwV6tVVKtVZLNZlbiUycHHx8dhWRYikQjOnj2rrsW8YaVSCbu7u6jVasrIcRTPfBpAo6PP50OtVutSzrnmRyIRpbDoZdnZn6wkM2goFom4ZDKpPKwqlQqq1aoqEmJCIBDA/Pw8pqamMDo6ilwuh83NTSwuLg6sFNl5MbjVOez+lmvTaSNxnDw7jvL68n/5WSQSQa1WU2Mml8upvDj6GjIzM6MSHXMM1+t1lEolrKysdBm1WOyAe6L0xjCRGsN4/enrD0Pa9f1MJyJJzNjJJSZvGv3ecu8k9GvKdc/k+aJ7xTi1w8048Xg8jsafwxA2Ug5iu7mWyYTGjUajb9RCIpFAIpHA+Pi4Mjiurq5ic3PT9hwSQxwnNMZTxwuFQqqdwMk1IhyZJ04/6APJ6XtgOLJodnYWS0tLAKCSye7v7ysXvmg0qhSYaDSq2GEuFNI1Sy4AHKhMQHocBIe8pl3iZScB+7AWT/37h5k8LxqNwuPx9JTuc6MMmNpuBy4acpHjc0YiEdvFiooyNyUq0ExWnM1mbat1sCxhq9VCKBTC5uYmUqkUxsbGPhWC6GkGY75v3bqFzc1NjIyMqDhbYmZmBs1mE3t7ewgGg7Asy3ac6co8SR1uNowd1xN+y1wC0pokN3d989dJYz2ER5Y7ZKJuHg8c3YbmpPw6ufqa5o7THtPPquvxeI7M6mISprju8D2arEI6xsbGsLu7q6r0mIRMO/h8PoyMjCAcDqtE8U7oJ8i53T/kb52scGuMeRzBOSr3K/nM+vObyCy5z7mx6LqF3+/Hzs4OqtUqVldXBzqPuViazabypHBCs9lEqVRCqVTC9vY21tfXEQqFEIlEMDY21uWlMzo6qiy9tVoN1WoVlUoF29vbihiy8zI7beNHBxOJUlmkMkljEJUdKrSUX6vVqqqKWK1WB1ayIpEIYrGYqqiZSCTQ6XSQzWbx8ccf257H98nfY2NjyoOoVCopQ+ph4fa925E//O60ETcnCWNjY2rOr62tqZwk+v7q8RyEaXo8HkVYTk5OKlljamoKu7u72N3dxerqqpJJ9ITInCdyf2232z3FDYZZQ+V+S9nK5/MpUkrKYiYShnAz5vrtwXLf5LXsSBvTZ3Y/Tvc86jkivcepQ5F8Zs4vks5OxI1lWZiamkIkEkEmk0Gr1UKtVsPVq1dde4yzHZSfPR6PIm78fr9ad6WnFqFzE3afP4x1xjPIDTweT8dErhB2pIuT1W3YB7UsS+VOAQ5cPb/5zW/ipz/9Ka5du6Y+k4n2WJ6Rm1Sr1VKWBQAqeRPje2VySxOxItnYsbExlEqlh+p+JS2zOunhFnIgy/PYV0dJWnHi8p5UTmQIk1xwGQcPDO5tI/vGCWfPnsXXvvY1/OIXv8DKyopjzPZTTz2lLIeZTAaXL1/GpUuX8POf/xw//vGPe46fnJxENBpV1dG8Xi8KhQI6nQ4uXryIjY0NLC0tPZIcTZ1O57E2hXs8nr6D/DiVxYWFBXzzm9/ET37yE7z99tsADsqM+3w+/D/2vjQ6zvsq/5l93/fRMiPJkmVbjh0vibPHSUqSLphSSik9wOGUwyfKUuA78I3TT8AHKOWU/lugC4EW0jZNaRo7cZzYiZ3FsmPL2rfRaPZds/8/iHv9m3feWSTbLXFzz/GRNZp5513v797nPve5sViM30daALlcjsfMx2IxvPPOOzv6PrnnVFz4qO1JpVJx4GGxWBgwIGE34GYw0muCU6dnTgSPdnN+pQwYcbtkarUaTqcTALC5udn2eSmY1CsYEX/ebn8mVo6kAJh0v8j/UZJGrNBuLVRWq5UD3fHxcQDAK6+80nG/7HY79uzZA7PZjEAggHQ6jRdeeKHv4xLb0kSjoFF6v5Avl5oYeErBQgp6//c8faB9kVKpbIrVYfq5w9iq6++dtt0PIwsAwuEwAoEAJiYmsH//fmaPbmxsYG5ujoPneDyOVCrVMY6x2+3cIkN+pNFoMBBDADX5G7vdzq030WgUW1tbaDabLcE7aekQg8fpdLLmCoFjtVoNyWQSxWIR+XweW1tbyGazDCz9rDW77oSZzWbWGbJarS2sGmJrEkhGLQ6lUmnHPthkMnEruEajQSaTYbBYNJ1Oh6GhIUxOTmJoaAi//uu/zu0v2WwW165dw6VLl/DP//zPHRMuAp8/QNfnYrPZPPbz3ondWj9x0Z20sbExeDweqNVqLC4uIp1OQ6lUMri4G1MqlRgfH2fAcmNjY1djoH+WJsfe6VawktMllXu/mIcSULWTeKhTMYt+Uh52K0b7o9PpoNFooNPpYDQa+XwQQ1BcL6Tmcrlw+PBhFhl+/vnn+/5+vV4Pl8sFi8XChYF4PN5yTrxeL0qlEhqNBorFIg+0UCi2W/ncbjcfSzQaRbVa7YljiD+lxSw5k3uP5Lr15YtuGxPnZ11d0+l0bYFGPp/H4OAgMpkMqtUqDAZDC4hDbTAUGAwODiKZTGJ1dZVHy8ZiMVQqlZZeXvo+6jUm8V3SUGg0GjAYDLITTcSWoNutKSEVL5N7mHdrt6NaIbJexH9kdM9UKpWWhPFWkHMyuc8Sm4aqe0ajEUeOHEGlUsHGxgZ0Oh3cbjfW19dlgRyqKgDbAZfZbO7KWHK5XEgkEpxgN5vbvcKZTAYbGxvw+/0s/Pih3X671Weg07NkMplw8OBBjI2N4R/+4R9avk/KsBBbF1QqFdOHV1ZWkEgkeu4DUUPr9TpOnjyJWCzGFVGpP6HWJzKLxQK9Xo9sNsuJDxnp8IjTSMSf0sBD/F2cpiXn27pVf0XgiKwTq0Z6POLfxH3r53tu1ZeJ50YMnMh/yfkb6skmrQoC2La2tloYBg6Ho2MbZ61Ww9bWFn+v3W7HxMQEgzhyxQWz2QyPx8OU9kgk0vdx9lNwEf/frXjQKWCU+9sH2eheFX+XWq9j7fS8yW1vJyxZAnRnZmag1WqRz+cxPz+PdDqNWCyGdDqNSCTCrIsTJ05AoVDAZrNxu1MqlcJ7772HWCyGYrEo245lsVjgcrkwPj4OheKmsLvX64XZbEa9Xsebb77JTCDSigPQtv4RgEPsHdLbsdlsPPyg2WyiVCpxQkAaO9SK0a/m18/T1Go168wYDAY4HA4Gt4jxu7W1ha2tLaTT6ZZxuzsF0ImVp1QqkUgk2oBxOfv4xz+OyclJANtgzOLiImt/+Hw+aDQamEymNgCHEjez2cxC2Luxu5Gxdzeb1WqFx+NBo9FgXVKa0lmr1RikTCaTO7qujUYD169fl/2bUqnE5OQkA0fnzp3bUSGdhhkQQEpr+a12IshpioktzXJECGl+JP27+Ls08Zeuwd1yJzHWI/D+Vk2pVMJsNrMuLTEF6VwWCgWWlpCbrunxeODxeDA8PAyLxcKMwPX1dZw+fbrv/VCpVPD7/Qwiir6Jhh253W6WV8nn87x+i7l6Lpfjzh1iFHZb1+UKodL4SO6zuyFeSG3XII7cF3fa4dsdsJF4qPj9xWIRkUgEhw8fRqPRQDabxezsbNtnqbXhyJEjOHjwIN58801eFKUtBXa7nROtUqnE7VkA4PP5YDabUSqVUKlU4HQ6ZQPxTmJQZLdbqKtbMLjTbe3GpHQ5cVtyrCGxYt1rfOBubnaz2dzSmysmT8ePH8fDDz+MN954AyqVCoFAAB6Pp6NWDQGDRqMRDocDZrMZxWKxI5pssVhYYJuYD+Tc0uk0Dh48CIvF8iGI83/cpPfd0NAQjhw5wr4EuHl9uwUQJFysVqthsViQyWTagBjRx0hFiwcHB+H3+3mymU6nYwCUTNwePYM0YUqsDFHFRfq8icwSKVghfY5FEEecLEHVeXEylvR8ituUC14IxO22bkjXgN2y9rqZyJyhoKfTNRap3VTVoQqk3Ohlg8GAYDDYwtzqtF0KIlwuF+677z74fD5Eo1HZ4wyHw9Dr9cjlciiVSlhaWtrRMffyseI167a2y61BdwtwI7VebSt0vsQ1sRPwBXQeR9vLugmQT09PY21tDS6Xq0UAt1Qq4erVq6hUKrh06RLC4TDuueceHDlyhNfoUCiE2dlZ5HI5VCoVXLhwoWXbuVwOuVyOtVIomKaJNPV6nZmKqVQK2Wy24zEQyySXy2Fzc5NBAWL10D8ad65SqeD1ejkJSyaTXIFNp9PM/vl5G/lip9MJk8kEo9EIu93OjBsCbCqVClKpFJ8Hao3aiRGbh8Rkk8lkX58zGo2YnJzE8ePH0Ww2MTs7i/fffx9qtRrJZJLbugYGBmC1WpFKpWCxWJDL5aDT6XDw4EGo1WpUKhXk8/lbAnH+L1yzD6JJpxXeagGjl5EfCwQCXFRYWVkBAI53iJlhs9ng8XiwtrbWVX/O7Xb3xbZpNBpYWlpCMBjE4cOHcfz4caRSKeTzebz//vtYX1/veg9ms1mYTCZmi1CiT/HR1tYWAzy3Mk1W7GggIoHIahXX0W6MHGmhuxvjRroNUWfmVu8H6qCggTSkVUTgcrVaRTQalb3GgUAALpcLdrsd4XCY48VsNovLly9jY2NjV62gwPY6nEgkZL+X2I3BYJDzMmLY0DpHLaqlUomLbqIuYSfrxICSY9vc7hhoVyCOGLyJO0avSUeIS61blakfM5lMbYFvtVrFq6++it/7vd9DoVDA+++/j2AwKLt4NRoNPPHEE3jwwQeRSCS4si0m47SQihYKhVjBulqtIpFIoFwuo9ls4vr167ILrdls5p5yamvolWAoFIqW1ofdPHSd3i8NHDsF4b0cP1GhxeRNmuiRk6JjkI6D62SdWqGkyYDRaOT/F4tFNJtN7lUVq3xyIMmf/umfYu/evbhy5Qqee+45fPKTn8To6CjOnj3bFZl2OBxQKBQIhUJIJBI4ffq0bJJE9wrtS7PZZKTaYrFga2uL+zo3Nja6nusPK1I/H+uUaP3Wb/0Wjh49ii996UsAthc0UrQHbooZS21jYwPXr1+Hx+OB2+1Go9GA0WjEtWvX+D3ivUf94UqlEouLi4hGo3j44YeRzWbxgx/8oKuuitPp5Io4bUPOPykUCl646JkT2yg7abAoFK3aO6IPEYEPqX+hNklpMCI1qt51qkJJgQT6zE5MClhRa4a4HfFcEADr9XoZoKFEC0BXEFocparX62E0Gjk4EBNaaQswAK4WNZtNXL58GSdPnsTQ0JCsaN/AwAAsFgvS6TT0ej3efPPNrmLtUpNeL7n1QjS598q1Y4nghBgj/KKY+GzdLpNeG51O17OqmkqlkEqluF1Ro9FgcHAQ2WwW9Xod2WwWqVQKp0+fxve+9z3efq1W46QdAD7ykY/g2LFj0Ol0WFpaglKpZH24paUl3LhxA3Nzc101eEgDY2hoiMEn0u3J5XIcjxFrpxPTWWxP1Gg0sFqtrOlCo45pO7FYDLlcjo/zTphSqWQ6v9lshsvlatGuSafTKJVKSKfTWFxcZB/S771hsVhgNBpZ60huHaApYGQPP/wwxsfH4ff7EQwGuQCxsLCA7373u3xu77//fgwNDeHKlSvcJgzcrGLT/XXt2jUuRoyNjfH1q1arSCaT2Nzc/JkWpz6MkbaN1mVAHhAW18p+7jeRtUEmbRWmnwaDAdlslgWwgZuTMZVKJesCVioVjIyMcFugnI/oB8AhBk2hUMBPfvIT/OQnP+n4Xq1Wi09+8pMIBoMwmUzY3NxEMplEIpHAe++91xcr2maztUw9okEV1Wq164RIqYkTscgUCkXLNDlpwUw0cS3ptI7SduS0Xfsx0ozV6/Uwm80tgxhI57NQKLTFIMTI9Hg8OHjwIAwGA5RKJWKxGJLJJBYWFhCJRJgdLPoYsqGhIfh8PszNzfFrx44dg8ViwczMTNv9QvcUmRyAMzo6ytc+Go1Cr9ezjilJElC8LBY3RA3U27V2dyK/iL/Lva+T7RjEEYPnbhW43TjUfj/XaXGgpGNgYADT09NwOp0Ih8OySvqjo6OsRq1SqWQBJ9LPoe+bnZ1FMBhkui6hkI1Go+M+yb3udDqhVCp5YoBUrIsSGNEo2aIHc7foulxi2imJ6vQdFoulRQOC3iOlknUaBSfepHI3rNzDIgI2CoWiBSEXv0NEyymgo+BWTKz37t2L999/H1/72tcAAPfccw+sViuPOSRwTm7fqUVldnaWKw5SI4V+MbipVqtcySKnaDAYoFarewbfHwYpd9Y6nV+51/bt24d8Po+LFy8CuHlv0qhJukeklZtms4nFxUWugg8PD8PlcrWAOKJtbW1BoVAgGAwiGAzixz/+MdPu5bYvWr1eZzCAtA/ouaXKRyqV4sBcvP/I15CAn/ic0vPWbLaK7IqtWdJxxLRN4GYFR9SC6RSMyDFxRF+zm+eBEj7aVqdzSMeuVCr5/bSo92pFMBgMUCi2BVu1Wi3UanVLYLG1tYXR0VG43e42bSS5qg8dJwVWsVhMdr8dDgccDgePIwaA5eXlrvvaj8n5aGkRR24NEN8nXXe6xQ8fWm+Tu//7EcsmI8CkXq9jY2MD1WoVer2e7x9aX8XqMXCTKXjhwgU0m014PB6srKwgHo/DarXi0KFDmJiYwL333gulUol0Oo1kMol4PI5XXnmlZR8rlQqWl5fb7tHJyUmu0FIRJpvNyj534thssnQ6zcA0tSvRv4GBAf7uaDSKTCaDbDZ7W6bSEfvF4XAgEAjws5zP55HJZBhYoWlc/fovs9nMovm5XA6ZTKbr/losFkxMTODxxx+H3W6HVqtFPB7H8vIyXnrppTYWlWh+vx/pdLotuZK7twgIorYwSqh7MQt3YlKf8WGxq7vJFT/kEkQCZzrlAdI8r5/EMpFIcGxO30G5FX22XC7D4/EAuNlG3Kno1cuq1Srsdntf0/YqlQq+/e1vt7wWCoUQDofx7LPPAgDfv5lMBtFoFMvLyy2FL2lxRa/Xs4Cz3W5Hs9lknVUCd/pN/OncAK1t6tIYSA7kEY2u6U5ZLFqtFi6XCwaDgbXIKDbL5XIoFAqs5ykasWqcTidcLhfUajW3gV68eLEnE89qtWLPnj0IBoPw+XwwGo2Ix+NtgNyhQ4fY92k0Gqyvr/P6pNVqYbfbkclk2vyUSqXC1NQUhoeHUa1Wkc1muT11a2uLWdM03IjyMnFQgdxUNbKd+JtO7+1GVujHdsXE6RSwyVmnSmqv93WybvoBALC4uAi/34/BwUHcuHGD6XtyzB1i1HQDRO6//3689NJL/LtarUYoFML09HRfFFe545VjBw0MDLBeArV3iUCOWAUR94WSn049e3LWLxNHuv9EnyOGiTh+mJxQJ9aQFMnsVT0nvRmitBFVWjQp0KVWq2G321uQ7lQq1fYAnjp1CgsLC/jqV7/akuhST+b777/fUWxUp9NBpVJhenq648Jjs9mgVCqRz+cZ1aX9N5lMLfoaRqOx5+QGovp9aHfW+gkCVSoVfD4f3njjDRbtIxCO6Jg0iUwu0Y7H41hcXGShvm5+j9gfVLFeX1/HCy+8gEceeQShUIj7xE0mUwuYSQsPPY9USSBQ0Wg0wmKxQKG4OR2CBJg3Nze7Ajv0T/Qb0sl+lUqFzwv9k55nelY7TVGRBivi68DO2ksIWCMwVW5KBk3ioZ8KhQKpVKrreE0yo9HIGkNUHaTPSb+LnvmhoSHcuHGjhYXz8MMP4/z58x2/x+PxIBAIIJPJtPke0vtSq9UoFouykzz6NfHc92r/EYNN8bP0GXqtU1Lxoe3OOsVQOzm3uVwOFosFKpUKuVyuazVaqVQil8vx/ZDJZHDu3DkcPnwYS0tLXB0VAQKLxYJjx47B6/Vi7969ePLJJ3mIwdWrV3Hjxg1MT0+3JWFSUFuv18Pv9+PEiRMAtkHQfD6PtbU12RisUqlwrEBBv06ng06n4wlZJpMJIyMjnLjNzs5ygL/TtVatVsNkMmF8fBx2ux0ajQbFYhGZTIZbigqFQl/PImlBUBtaMpnsyCYGtmOyiYkJTE5OYmBgAE6nkwH8M2fOYGFhoS+WgdfrxX333YdqtdpVNF3OYrEYF6huJ4BD1o//6HXfdyoGkIndAx90E+OAfn5K/bW0uCrNBaT5X7O5LVROwC/FPaIGDBV28vk8JiYmWHe0XC7DbrcDQMu9YzQauVgt1/YtbldugM3U1BS3J3ZihS0tLbWx6J966imEw2EcOHAAzWaT5TLy+TwuXLjQwjyh7ZMpFAoYDAZu86Scp1KpcHtoP/5ZrpW2U5wo3V6/4A3pWbndbi4si8LpJOYrNZvNhn379sFgMLAYcLVaRS6Xw3e/+92e3+t0OplJbLFYUKlUkM1mEYlE8O6772J5ebkNrH/44Ye5jd3lcsHhcLBvJaKF3++H1+vFysoK3wtOpxOTk5MYHh7m818sFqHT6XjNoRiHdMhENjHQGt/s1Df08jm3y3Y8nUr4f0tyKVbbpO0w4t8A+QS+U3AuDUwmJyc7Vq6B7WlDTzzxBIaGhnDmzBksLy9zoiCCPx/72Mfw0EMP4erVq/jhD3+IXC4ne9Pu378fVqsVGxsbLYyeyclJ1kOpVCooFot9CRcHAgEYjUYUCgVGKUn4slfCQFosFBAQ2NPt5uqHBtapfYnOvdPp5KkEtVqNK1fSJA/o70alh1fUzqEqdycjATIRsSbBz34TlampKXzmM5/B1NQUPvnJT/LrOp0ODzzwAB566CE4nU584xvfwPT0tCyiTeLH3Wji4XAYwHaQTH2iRJe2WCxM/3viiScAAC+//HJHHZ47Zc0P+EQYxc94CgM9C1arFadPn8Yf/uEf4uzZsyzCSUb3P03w6GSTk5NwOp1wu9347//+b9nvczqdGBoagslk4ikyZJ/61KeQTCZx8eLFjt9DVQYCi06cOAGHw4ErV65gZmamBRSl95EPUiqVcDgcaDab/KxTxUNK1Zfut8h0oX/is02ipUajkdsym80mVlZW2FfRvgPoqxedwBqqqNA26P/id1HPczefQ8dA2yBwOJ/P9xzzTWsjMZ4o0CS/r1AoWgKVp59+GqdOncKZM2faqoWifeQjH8HIyAhisRjOnDnDxQCz2YxwOAytVotMJsNio6urq32BUFIT1wwC4OTYnyLjShzD2ak6KJcE/O/vH3hfJK1Y36owZqcWhjtloVAIbreb2YU7sRMnTnAslMvlMDg4yPfg2tpamxadnAWDQUxNTWFsbAz79u3j6aOnT5/GO++8g5mZmZ774fV64fF4YDKZOPHqBPSQEctlZGSEgapkMonFxcWecZPNZoPb7eYK9urqKmKxWFe/T4AUsN2+34vV5/V6MTk5iRMnTjCrYXp6Gqurq1haWurKQhgaGsL+/fsxMjKCUCgElUqFcrmM8+fPY2Zmhs+p2WzG8ePHsWfPHnzta1+7Y5OkRDHVW7Wdgvm9QCDBb/1CTKeS66aQFnf7Obfk24lRTte3UqlAodhuT6F1ghLhPXv2YP/+/VAoFFhYWGA2js1mw6uvvsrrK2nGORwO3Lhxg3Msk8kEs9nM4AhNt6vVan2J+Gs0GoyOjsJsNkOtViMcDnN74vPPP9+TPWKxWPCpT32KRdbFSXnpdBqvvvpqR1akUqmEwWCATqfjqX31eh2xWGzXAGI38F6j0WBgYIAZ1fl8ngXrpc+hx+OBz+eD3W5n/bJms4nV1dW+wGBqxRwaGoLZbEYul0M0GsXS0hLOnTvX9bM0LOSNN95oeX3v3r3cAjUwMMBsHdI9onuLClvxeBwulwtDQ0NcuKzVatzOnkql2pjMdB2oeCm22FOrVTfWtpzt1D91sDsznUqu0ib+X45e3al6R+/bCa26F1CyvLyMS5cu8YSOjY0NvigiiHPlyhXY7fY2ZE5qyWQSer0ewWCwBcShqiv1bpITo4p0pwdSTv/EarXCbrcjm822BOY0/YoWVamIrkqlgsPhgEqlYgdH1Vf6jn4cQycBUUIkvV4vdDodCoUCBzkEvohUSTkjh5XP5zkpI7G+TkaVLZpARqJXdMyi85ELCBwOByfRYkDy0Y9+FGNjY21K9/V6HfPz8/B4PNi3bx/MZjPcbjcfr3Tf+qlsEaOKHAHdG4T20j1Coz5vh31IJ75zRufWYDCgVCpxsFCr1VjMln7v5xpsbW0hkUh0TLJpPK9KpUI8Hm+rGBHjcHR0tKUlR6fTtWm00OKTzWYZqKHn3Wq1wu12o1KpoFAotIwIlt7ndD+Tan+xWOTnW6xsSAMYYhORETBUqVRYrJQo+TvVqSAfJLZ5AdugDemR0USWTueagAryLcRUisVinAB2SrYoiKUWMRK4VqlULdXBzc1NeDweDAwMQKvVtmzvxIkTfU1yIapyOp1u2fbAwAC2trYQj8f5PozH47sCcORMjlkj9/dO1olVJbetD6rRekgmFa3cqYlrslzl/Hb7evIvVqu1KwghZ/l8nlvTo9EoV6upQkrAClVT8/l8CyANbE9+lBb7CpYNAAAgAElEQVQyPB4PnnnmGXziE5+A2+2G2WxGKpXC7Owsrly50gY4bW5utj2ne/fu5fW1UqkgEomw/g/tO/3z+/2wWq08pEJ8n5y53W5YLBbU63UsLCzIti4ajUYEg0EA221exMSUM5VKhX379mF8fBxjY2PMElpdXcU//dM/9RQnDofDeOaZZ1i4ulgsYmNjA7Ozsy1TFKV2/PhxhMNhZqZ/EKzbvd+NWd7rfb8o1un87dS3U/xPYIbBYOC2cjEOoEEHADA3Nwez2YzBwUEuiL733nvw+XwIh8NYWFhgxmw6nYZOp4PP52MgWNTQ2tjYQCwWQ6FQaGtFDgaDUCqVWFtbazmOarXakgOsr6/j6NGjOH78OL7+9a8zsyQajeKnP/0pLl261CKbkMvlWIaBbGpqCnv37sWePXswNDTEQwVo/9bW1rjgLi2CUWFYqVSyMPtOTO4aeb1eLlzRNFy5KXIHDhxgWRCLxQJgW09LrrAomsvlwsjICB544AHumlhdXcXc3Bx+9KMfddXDIj83NjaGQ4cOcbFrZmamBcQxGAxYXFxklnujsT0F2u/349ixY0wmmJ6eZlYUtbKvrq5CrVbD4XBwq9vq6iq3UZFJ11Sx/Q8AT9iSvr/bue/2+p2wXbVTSacOyVk3cEZ64rqhVtJgpVcVFNgGaJxOJx544AHMzc0hFosx2kYWi8V4ZHSnEbE+nw/AzURN+vmRkRFks9mWYL+bkQJ6Op1uOaZ0Ot0GInm9Xh6RTqP6aDw27SspcUvNZDJxQkLtFL2s07WkCQrJZBLr6+us8yDX70n6EQQkUYJHgqFyAJwoREgTJQi0kdOKkQZV1JdKwBWxeuRQ0yNHjmB9fR3f+c532va7VCphfX0dXq+XmVtyfee9Kop0/OVymc8/tWmIwTedP4PBcNtAnA8BnDtvBoOBKxkAmGlBiL1YMe+mW7O2tga32y2rgULPkdlshkKhQCKRaHt2bty4AY1GA6/X2/ZZusfENiYCc6gVgXwCPWfUsgiAK+nlcrkt4YhGo23+mFq0yAcSFZp+lzL2NBoNDAYDqtUqIpEIHA4HfD4fXC4Xi6v2G2CLjBGaPqBQKBCNRjuCGDTyGLgpSl2tVjkBzGazsoksLfIGg4GDUgKnyuVyWwsamVKphM/nYwHQM2fOtPxdp9Phxo0bXadIKRTb4u1zc3NYXl6G1WplIcRoNAq1Ws0BDAnu3w6TAhFi+2yz2XuCWKdj+UXwVbdajZMDzwgsovZAMhG8ldsPootLTSyKLC0tYWxsDEajse05lzPSl1pbW0MoFGqb7JjP51smhJKel9Vqxe///u9jaGgIfr8f165dw6VLl/Dqq6+27GMsFsM3vvGNlu8jevzhw4fxmc98BiaTCcViEd///vdx6dKltjVbWrChCZRqtRqpVAqZTAbFYhHJZBLJZBI+n499ERWCCBwW71uz2QyNRoNsNouNjY0WX0OMRarQy01JJXv66ae5tSCbzWJ9fR1zc3M9WxNGR0exf/9+ToIUCgVyuRzOnj2L+fn5vkaIA8Dhw4dx4MABpFKpFtkAYDv+pQr0ToE9ObvTz70USAX6b4/6RfBHciZlVgLyoLFc4V40cZgIsXDEGESMi+r1OifexLybnp7GysoKF3xoW4lEAolEAvfddx8GBgZgMpng9/tZ6LzZbGJtbU123Y3H45iamsKePXs4FikUCkilUi1M+pWVFaysrOB73/tey+cfffRR/OZv/iY++9nPotFoYG1tDdFoFAsLC/iP//iPlvdOT0/zgByyUCiEY8eOYXx8HFtbW4hEIlwYFif0lctlfl61Wi2cTifS6fSumTkOhwNqtRqbm5ttfml8fJx1b0j7JhqN8sRTObNarRgeHsbg4CAGBwfhcDhQqVSQSCTw1a9+tWdOZLPZ8NGPfhThcBg+n49JB8lkEj/5yU+QSCSwurratp0DBw4gGo0iEomg0WiwIPLFixexf/9+GAwGjkHsdjsUCgWWl5cRj8eh0Whw9OhRJh9sbm4inU7LTmMFbvomku8QfycmeT8Azs8jttlxO5XYLiV3k4m9pdI+U/HEAGjRVAFaK0xiW4L4PaFQqK+RqUqlEn/wB3+ARqOBK1euYGFhAZubm4ysUcWc2Cxy7TF08xIN/+rVq21gjVarxejoKFZWVjiI7/eculwuRktXVlZYWImodoVCgQMzovuJi6lCoUAgEIDT6WSAhQK2YrEoq6HjdDr7XuB1Oh3Gx8f5uCqVCo9mk6PSy5nH44HT6cTCwkJLEEogRzcjdJoocQS20OfoWnZzdjabDQ8++CBOnDiBixcv4kc/+pEsEEjtI9TnKQes9TK1Wg2Xy8XaRsDNQJcm9QDb90wqlcIjjzyC+++/H2fOnMHLL7/c13f0ao/r14ncDS0MHV5vafO83Xbs2DF88YtfxB//8R9jc3OTe6DpGaFnTtTH6Qd4Fo16xGn8bCKRkGWoKJVKDA4OYnR0FIuLix0rvKI+zeDgIMbGxjAzM8PimgqFoqfiPwCuOlNgcOzYMTQaDRbN7GZqtZr1MEQAmKa3KBQKjIyMIJVKYXFxkfWkqKVRzsdQgCht1TKbzczgczqdsFqtmJmZ6fpc6PV6Xg8ItCetm0Kh0PEaSp9Hs9nM+0x95xqNBrlcTtafOJ1ODA8PY2tri4FjuUqcTqfDyMgIM50SiQSfU4ViW9uoVCpBoVDwZIXdmuhDpMcnJkrkh8X3yLVM0HMgFnbEdf5u8EXSlnHJ37sCOrtl6+xg/wCAgeZOZrVaYbVaUSqVUCgUeIqa2WxGKBSCXq9HuVzG+vp6SzsmtUUPDAzAbDYjkUggmUyiUqng6NGjDEBubGwgk8n0XPf37t3LYE04HIZer4dSqcS1a9dw9epVXLp0qS82rN1ux4EDB5iRt7W1hffff7+N8eZ0OnH06FEUi0UkEgksLCzsCATV6XTwer3Y2tpiXQ+lUolAIMDtBfTMxmKxnq1hU1NTeOSRR2AymQBs+7crV65gbW0Ni4uLXRl2er0eU1NTGB8fx+TkJAwGA1QqFWZnZ7G4uIirV69y/Ezvi0ajuHz5Mur1Oj7zmc/waPh33nmHk6j19fVb8imiL79d1inW6dU61cN+Idqp+tiObMsV0AouiwUrrVbLmjj1ep3XZ7EQIF4PvV6PUCgEl8sFm82GRqPBgsI7ZaP0MmLuSM1isSAUCmFkZARjY2O49957kc1mMTc3h+np6a4Tr8j27t2Lz372s7BarahWq1hdXUU+n0cqlcI777zTEWQioymB6XRa1u9Q4YumwYlrMzH+rVYrCxCTUcGpGyuGWE5erxcHDhzgIR3nzp3Du+++2/PYH3/8cYRCIQwPD7PGUTwex9raWhsoJmdTU1NYWlrasbD85OQkbDYbM42oDYpYWsViEdPT06ybQ2CM6MPEgghhEoRrEDZB/rPb8KLdmPTZkiuS1ev1O9NOJf1CqZPsRLkW/yZFdqXv7RbwSBk1nYzoWQSUeL1epvKWy+UWjZVOCR8xSpRKJQqFgiyNmYSZROFdStgpcO20kBDKLFq9XudKkUajQSwWg0ajgcfjgU6nawFxms2mLA3ZZrMhFArxCFxgOxBIp9OspN4LoNBqtdxqsbi4CKPRyJTCQCDA6KhoBNiIY0xLpRI2Nzd7JrI0NpNG12k0GiQSia6LsOiUlUoli/qJCe+xY8dw/PhxGAwGnDt3ruN+0BSZRqOB5eXlXYEABMhVKpWWe4UYGuQMqBWPNHPMZvOOvmcnaO8vStVbtDt5vEajsWWUdCfNEGIo0HjvndxP9Xoder0eqVSKmYJy1mg0sL6+jvHxcQwODqJSqbAvcLlcrMZP4nrkq4iGurW1xf4N2E7ibDYbv7axsdGy39KFNh6PcxsFAR40HVChUCCZTHLCIWXi0TmhNgYCbEm4nkY/dtOtIUDaZDLx5C1io1D1WxxnSUa0YQJEyNdRlazZbHJ7mZzRM0WAL2mTUdsu+WgSSQ2FQrJBCn2WmJk0GlxqdrsdFouFfSPpABBTMZlMsl9RqVQ76t2Ws36en06Jkty6T9daGqjcDSKiZHKsGfop6tt0o1/LJTq3a98oiO1m5BtIH4u0/qLRKHK5HHw+H/x+P8bHx3lKGo3LpgSMquSkFXjx4kUoFApOFoLBIMdwxH6TPp/Xr19vY9AAwLPPPotQKIRDhw5xC8Dq6ipmZ2fxP//zP23vT6fTeO2111peMxgMCIVCPHyApl4Vi0V4vV5MTEwgHA7j3LlzzHqWnjdqmfT5fJwkka5FMBhkQCeVSuHtt99u03kQbe/evRgZGcHAwACzE+PxOF544YWOoLxoTz31FEZGRri1iyaCra2t4e///u87tmh6vV6Mjo7CZrPh9OnTKJfLcDgciEQiWFxc5AT0dphYtL2dJuYO4jX6RYt37oRJC+lSlpPYRUF/o0IRaS9RgbWTT6Ppm5RoNxoNDA4OIhQKIZVK4dKlS7ctcaZiinR0ObXjEIvmxIkTOH78OPbt24cnnngCf/Znf4ZqtYpUKoWzZ8/i3XffxVtvvdVyL1+/fh1/8Rd/wb8bDAYGhT7/+c8D2JbCWFxc5FboRCLBPq4XYEXxSKVSgcViYf8pFoakwC4VUqTnjzSGAoEAt6jGYjEsLi7i//2//9dxH5RKJSYmJjA8PIwjR44wA5mA5R/+8Ic9Rc3NZjNGR0dx+PBhjtnOnj3bF4BDA4rsdnsLuF2v11nzhwqe0WgUsViMC4F0vqTnQuwoEkknFMeRvqJcJ85uTNrBJII4YqEF2JnA+q40cbrtZJ8sgJb3dRqjJmc7OZmrq6tcCW80GnA4HNBqtS3aD0ajEW63G4lEoi1ZqtfrDHx0Ev8FtnsqRcHlXoAFJfMk/iQ1KdOoXC5Dr9fD7XZjbm6upRWAJi+IjiCTybRoJhiNRgwPD3Of5NTUFH7wgx+0fa84+YvU46kligIMABx0KRQKWCwWZsfQuFL67k7oMzFeFAoF6ziUy+WWhK2X9lEgEGAkmoAwqYO+77778MQTT8BsNuONN95o+7toUqX5nRq1ddF5kN7ftVqNA+lms8k6QaSL06/dTYnPnbLdBHH9gl0EVogVE7kEjP5PAr07qexSRUWhUMBqtXZ9b61Ww9raGsLhMEZHR5FOp5mqarfbW0aEU3WBhLalE9hyuRxPqhHptk6nEwqFgtufyBYXF7n9UAwiMpkMAxwk7G00GqHRaNi/iPfxysoKDh48iHQ6zc8R+UWHw8FtpaIFg0GMjo4iFotBp9N1TFbIRxGIVKlU4HK5oFKpkE6nkc/nUa1WOwI25Pd0Oh2AmzphtADTM0zXQvQhFosFo6Oj8Pl8uHr1ast2CfBVKLZFji0WC/sBApOJxddsNvnaAGC6ebFY5O+To63v1kRWibRwIf0p/ZzccyRXze303rvF5M6bXJsCmbQqd7sTXtquVFNOzuTaAgkMNZlMCAQCsNlsMBgM/OxTopFOp+H1ehk4Jrbf1tZWS1yjVquxd+9ePProozh16hRP80smk/jP//xPvPbaa21x1AsvvNC2rwMDAwgEAvjzP/9zBINBmM1mRCIRrKysYHZ2to3hWiqVZJncBPYMDQ3hyJEjGBoa4sKdqFuXSCSYpTgxMYHFxcUWFqNcUY3MaDRi3759eOihh/gZXlpaQiQSYbHibrZ//36Mj49jamqKGXgLCwtYWFjAT3/6UywsLPQVHzz++OMI/+8I9/n5efbJ0WgUP/rRj3p+fifWic2xk8/3Cyrfrb7k522i7o00T6OfIsAjB9x0ujbVahVWqxV6vR7VahXXrl1jTcqTJ0+ygG0+n+fuiWKxyAX5fi2TyeCZZ55BsVjkjoVSqYRMJtMClr7xxhuyoOv999+P3/iN38AjjzzCXRKpVIoH3vz7v/87n6dSqYSrV6/i6tWreP7553kbw8PD2LdvH6ampmCz2biFk1g7NPKapvfJPcvidCw5o1zvwIEDuH79OoMYDocDZrMZyWQSCwsLPRlGhw8fxtDQEAYHB+F0Orngtr6+jr/+67/u61l7/PHHMTAwAI/HA6vVCoVie/z8e++9h6tXryKZTGJ+fr7lM6SfZrfbcd9998Fms6FWq+Hy5cuIxWJIJpOIRqNwuVxwuVw8BYz0ZGdnZ3ndoOK4qJlIJvoL6f/FwguBOLfiWzqx2cQOJbLdtKfvGMTpxrSRngzx/XLb6PYdnYJF6bjabkbMEdI8ALbpY4QaE9KWSCSgUCi4Ikv9b2q1mkV8CcwAwEwL0Wh0XjKZ7AoWAOBgnbQZqJJNo4DlJk7JVaco8CdWB1HKjEYj39iNRgPFYhGzs7Oo1Wp48sknce+99+LKlSttlZ6xsTFcvnyZE05qFXG5XC0Bxv79+xGJRFh0lUwOUVapVLDZbNBqtUin0zw1glDSXoAXXRMaT1ipVKDVapFMJnlaFiAPbnzsYx+D2WzGyy+/jBdffLHr99yqEdpL2iKkzSFWncmJ0N+Jdnq7NHE+tN0DOL0q5WQ0FYGSZ3LG4v0nsnEoUd+p0fb6EfpdXl6GVqtFOBzGkSNHcPbsWTSbTaRSKfZjtB+kO/Xss8/i3LlzLW1QzWaTgyURRCXwoFwus/aGSqWC3++Hw+FAPp9vYQjm83nWthJfoykSNOqcvqNcLsNsNiObzTIlm0ytVmNqaqotGTt58iTrdoh+hxiWmUwGCoUCNpuNgxcCmjpVuHU6Xcs1Izpys9lENpvtqy3OZrPxxDK9Xg+VSiXbPkGi7eTzadIFrU8EONHaQGPPKagQW+HE1qTbNfmFtteNUSv3OUDeF4vPl7Sl6m41OjZx5G8/LSDS32/HORITsVuxQqGA+fl5BnCkYM/KygrUajXcbjdqtVrHZ41ahK5cuYJvf/vbcDqdCAaDOHz4ME6dOoXf/d3fZX25WCyGhYUFfP3rX2+LMdbW1rC2toa33nqLX9uzZw+CwSD8fj/+5E/+BGazGSqVCvl8Hi+//LJsW7y4/7FYDD6fD/l8Hh6PB6dOncKxY8fQbDbxL//yL5iensbm5iZqtVpH4MVsNmNychIjIyMIBoPcKplIJPCd73ynp4j5iRMnMDY2Br/fz5NVkskk1tbW8Ld/+7d9Va8ffvhhZnW//fbbWF9fZ5ZAvV7H22+/3XLe7oRRHLTbe1iunRNoB0DlWPKdtid9H8Vnd4svkiaNt4vdJ25Hun2xxZaYqf3EVNFolNuOvV4vyuUyYrEYYrEYMy8GBweh1+uRz+exubnJBXfpvaFUKqHT6VCr1WQLyO+++y6z94BtzScaeV0oFHiAhNwaev78eZw/f77ltb179+Lw4cOYmJjAP/7jPzLz5dKlS1haWsLy8nJLfCX9nSwcDuPhhx/mliqaeBeLxdqKP90sEAjAZDJhYGAAmUwGHo8HjUajTYNPamazGXv27MH9998Pq9XK8c7KykpfjECv14vh4WEcP34cdrud/fb8/DwWFxfxwgsv9NUe5/P58Eu/9EvcAm+xWBCJRDA/P48333wT1WoVJpMJNpsNfr8farWaRfKJEUqTnkUpA1GviUzMz0TQUfQNInNmt4Lv0txCDti85aLbTjagkIwYF3dADFDE//dywOLf5Cp44ms+nw+hUAgXLlzoe5+B7QTb6XS2aFcArQgdfRfRAI1GI4vmEXJLiXcnBHhgYADHjh3Df/3Xf/FrVM0WgwaPx9PCBgK2GUZyN4rBYIDJZIJer0e9Xkcmk0Gzud3bR2LH0pYDufYNQjgLhQK+8IUvoF6v4y//8i/57yaTCZ/+9KdbVNfD4TAeeOABJJNJWRAkEAigXC5znztV32u1Ws/+aY1GA5/Ph3K5zIkqVaA1Gk1PsSxg2/lotVpsbW210QkPHTqEp556Ci+//DIuXbrUc1u7NVqAqK0EAINe4mJACSxV9hUKBdxuN371V38V6XQaf/d3f3fH9lHOmneBDsXt2pY4ArlbkqNUKvFHf/RHsNlsTJ8l/Rpi+4nixoToU4vdnWBRUeDSaDRgs9mwf/9+5PN5Ds5JoLNYLLY8U8eOHcOVK1f4OSWabrPZRDweZxZQIBCAVqvF+vp6R3Ba6m+cTifK5TKDlCToToxBOTDk0Ucf5SkFBNhYrVaMjo7it3/7t/HFL36R3zs1NYXPfe5z+Ku/+isA4IWaTNr/LgopE3hPzyxVwHoZtd6SjyJmEbWpiuuU1+uF1+uFyWTC8vJyC3uJPkfbUigUvP9bW1s86UwU3CM9MvocvQ7cBAiIzdjNSHC61/FSNbDXmkzgHnCzgkRAk/he0sOQPhcKhYKqXB94X0Ts2tuVCEoBn36S017Jmjjq93Yldrs1seJ6zz33MANwenqaGc3dzO124yMf+Qh8Ph/MZjPMZjPHSG+99RauXr2Ky5cvd/W5FouFhyrQSPNisYhIJMICqzRZinQuarUa7HY7x2FarRaBQAAKhQImkwkrKytdRYBVKhWeeeYZbmsol8vIZrNYXV3FW2+91RO0NxgM+MQnPoFgMMhtoaTls7a2hpdffrkni/lnaVRQbDabrFdhNpuxvLyMYrHI57GTia2IcuCE+LrIhpW2J4ivy4HN9HqlUrmrNXGkLVG3wweoVCqeWClOnt0JeEd6L0ePHoXH44FWq8Xy8jJisRgSiQTy+TxLQZA+F4EF6XSahYKz2SxrmFLxOJ/PY2FhgUGhoaEh3LhxgwdUdMtVjh49igMHDmBsbAw2m42B2Bs3bmBtbQ1LS0t9T9Q8deoUhoaGYLfbUavVMDc3h0gkgtXV1b5aJ7tZp5Z9pVLJotDEqF5fX8fs7GxPP0vA+pEjR2CxWLigde3aNVy/fr2rYDvZ6OgohoeHcejQIRiNRo653n33XaysrMDtdmNsbIync166dInF5G02GwvhU8dHLpdDJpNBMpnklnudTscdOlREp1yaClv9atVSjEVrJcVCdyp+72F3ThOnk8mh49K/76QqLd2GxWLZ1YkkdJcWXbGtRUTi6Iag7yRNAwo6xYqoXCUknU5j//79LSCOXMJSLpdhs9laxH3dbje2traQyWRajpEEL0VzOBwMFFgsFmg0GiSTSWbhULVcbJcgdNvlcuHcuXMIh8Mt2xwfH8fCwkLbftKkJrKjR4/i/fffBwCe7CDua6cEYe/evajVatjc3ORe2GQyyecYuNlCJXfOHA4HT2EgYK0TpXJsbAwHDx7E2bNneV93YhaLpWeli0C+eDzOE6iIbSCXBElbrKjtihLMD+3nZ/0GMyqVChaLpaW1h/wH+QhpACMm2XcicRI1lkgP6siRIwziZDIZZhCSQKher4fH40EwGORRvzQSk57FZrOJTCbDoAL5AL1eD7PZDJPJhGq1ivX1dT5+OjbSCCMrl8sol8vMCKJ9Ff1cIpGA1+ttoQtPTEzAZDK1+RTS6ZL6RZpQJbL+6JrR9Cwabd7JT5EwseiLzGYzi/blcjluFZGaWq2G3W7HxMQE3G43Xn311TbNMxrHScAzATd6vb5Fq0ec7KXRaLjll4IVAkU6tZ8aDIa280Mj68VxqXLWCTjoxb7tdH+LAI8YA9wtlW8yEdQSE0r6fTcmJrDSbUvf1ys2kqui38q+3YpRPAJsM3hHRkbg9/tx6NAhPPvssxzXzMzM4MaNG7hy5UrLmhyPx/HNb36zZZsejwdTU1OYnJzkYQZer5eLb7FYDGfPnmXh4lwu13GdFxnA2Wy2RatKoVDA5XIhHo+j0Wh0HLQxOjqKUCiEAwcOAABrWi0tLeH69eusNdTJJicnMTY2hsHBQXg8HmbgXb58Ge+9996OBJhpqIXb7cbq6iqKxeIdA3so+fF6vbBYLHC73cjlcjCbzSgUClyUVCgUbW2yUpOrXEv9iPR9YrtrN58jrbrvhjH7QbNePmI3voGKV6JWoLg9EWDrZLVaDalUCufPn4fL5YLf72efQJ0E6XSamTgWiwV2ux0OhwNOp5OZvEtLS8wMTqfTcDgcGBwchMvlglqtRiaTQTQahU6nYyF3vV7PxRipDtTFixdx8eLFtv19+umn8dBDD+FTn/oUdDodIpEIt0edP39edniMmBeK5vV6cfLkSej1ejQaDSQSCWSzWcTjcVkGi9/vh91ux9raGvsPOrek/7pv3z4A2/Hf66+/3td1nJycZN0yr9fL8hjf/OY3+2KiPPjgg+yrqA2eYtK3334bm5ub7P/I5ufnceHCBSYx2O12uFwuOJ1ObsvN5/OYmZlBoVDA1tYWx9nU0WI0GtuGCun1eu5O2amJz4DoF25Va/BO2a40caTOVLSdAjXi53qZ2WyWXXj6RXypn5nYLaLgmtgSITodnU7Hle5qtcqoc6fx03Nzc9BqtYx4l8vltn2TG2Hr8XhQLBZbWpREwU0xIG82mwxeiA95rVZDo9HgljCtVsvfTwkUsF25kQpoTk5OttHuSqVSW+Vco9F0nI6g0+ngdrt5OhYdh0qlwsbGRhsgJJcIEdqu1Wr5MzqdDplMBiqVqqdwZzgchsViweLiYhv9sZuJTKiBgYE2lFqlUsHj8cBoNGJhYQHFYhGHDx/mKgEdC1EYgdZ7mtg3ImWPjoMU4XvZ3d5+8POwnbQtqFQq2O32tqCdWHr0/Emr6I1Gg5+/OxE4E4OGJsccO3YMo6OjmJ+fb2uN0mq1KJVKmJmZgc/ng8lkQjqd5tfj8XhLYpBKpVjkDQCLIUunyx04cADZbBblchkGgwHxeLwNYJXui2g6nQ7VapVBJWC7bVOr1eLy5cst783n8wzOErDfbG5rV5Bfp3aFRqOBZDKJVCrVdv5J94fAEDFx29raYv/VLdkTK0Fms5nbF6anp9sAHJouSICuSqVi6i8BR6QvQqzGarUKvV6P4eFhblOTmui7jEYjisUiTxmi46QWMZfL1TeII/U3ndZ2MUCXVs2lfxP/3Qndl5+XidNYgM598NLfO/kcacVc+rednDu51gcCAQkEvl0As8Vi4YEG1YBZ00IAACAASURBVGoVNpuNi2ekf0Hjven56NRmAGwzar1eL55++mmEw2EWlk8mk/jxj3/c4i9isRhefvll2UmPOp2OE7oTJ05we3ylUuHEjgYp5PN5KJVKZusFg0FEIhH2i8ToA8DahhaLBVNTU9xCmUqlUCgUEIlE8Oabb/bU7wgEAnjiiSfYf1ASGo1Gcfr0aVmhZ6kZDAY888wzrGHx9ttvIxqNolqt4umnn4bT6YRSqcSLL76ISCTSE0CRmtVq5XZT8bMWi4V1DmlARD6fx/j4ON555x3o9XokEgmsrKy0xKvE3uhmYrG1n/tToVC0ganiTyko2g/A8ItkuzkPImBNvklkIZOv7yf2obV2fX2dW4tsNhuP6U6n01hcXEQikcDGxgZUKhVcLhez8qlQQUMcCoVCT60pYPs+8Hg8eOyxx+Dz+Zj9sbCwgNXVVczMzLTkbC+++GJbd4JKpcK+ffvwuc99DhaLBZVKBdFolMGHq1evIh6Pt+Vem5ubfU8MBoCNjY229m7qyCAB5W7MHoPBALfbzULuFPO89957mJ6e7tl+5fP5MDg4iEAg0DIBb2NjA0tLS7h06VJfLB3RdDodQqEQhoaGOMejc14sFlEsFqFQKJjZJxIGDAYD/79fVhQAvkbitFS6h+meJVIHdXxI7f9CQWrHIA71mgG760vdycFKgyCPxyMbgNIN3O07q9Uq6y2IwqEUhBNAIP1OWhAoUSsUCh3RPaPRiLfeeotZGf0cK01UWVlZQS6Xa3F0JBQodX4+nw92ux0XLlxo+Q5iqpAjpNYw6fHk83mMjIzwa+FwGHv27MG3vvWtlvem02ksLS2xEjmwfa6poi8VQCyXy7Kj2uv1OhwOB0/XikQinNSSRgYFSKVSqe1a0sNDI08dDgfi8Th/t91uh9/vZ5HXnVITH330USwuLnIgOTIywiBOOBzmBC6VSmHv3r2IxWLI5XI4dOgQ5ubmEI1G2aHW63XZRYOuA/XyqtVqpNNpZLNZhEIhAL1BGrnq64fBx63ZTkBno9GI8fFxPPfcc/yaCPDSPSw6dmmyeieumQgcVSoVfOc732kDHWjCUblcZoC12WyiUCiwJpjUr5GwebFY5L85HA4YjUYYDIYWMGt6eppF6DqJ75FQr9zY9UuXLuHkyZMtAJLVakUoFMKXv/zllvPm9/u5RUk8TqpUE1Bfq9WYpeT1eqHRaLC5udki3i5Wb0ivy2AwMMBD+jQkEl2tVpFIJPiaNhoNlEol2O12BIPBNo0J8lnElKB/1EIlAkjAzWd8amoKKpUK58+fh1KpxMDAQEf9CtovYFuQ8MKFC3C73YhGo9xGRsdus9lktyGamPh0C1IocJfTg5JLkjq1Q9wtthuAVgRrRJOCZ73OVTdQR7wmBNpQKx/di1KgbbeJrdTvNJtNBINBqNVq1kiQmsFgwN69ezE2NoY9e/bA5/NBoVAglUrhxz/+MV5//fW+REz1ej38fj+OHz/OyR8dZy6XQzQaxblz5/DOO+/0vFaFQgFXrlzh30njisBuUWOINP7EtkmdTodAIIBgMIh77rkHwE1WdTQaRSaTQTwe5xbXSCSCf/3Xf23bj2AwiPHxcXz84x9nwJl0Fzc3N/HGG2/wtS+VSvjud7/b8nkCwNbX1/Gtb32r430ity7Z7XYMDw+zr75+/TrGxsawsLCABx98EMViEcePH8fy8jK3sxBwp9frMT09jUajwUCONAnqp2WerN97UWRR/iIa5SlyDCapr75dCahWq+U1jorGYttwrVbb8ZSpSqXSUkil4Sqk+UJMrlqtxoK3VOSwWCzwer144IEHOOEvFAptMhwmkwlmsxljY2PMju0FYADbOcGpU6fg8/mY5UcC4YlEAl/5yld2dLxerxcHDx5kgFuv1yObzSIajWJlZQVra2tQKBQMhJPOqWilUglarRZut5s1dUqlEtLpdFtBulQqYWVlBSsrKy0so4mJCezbtw8ulwvDw8N8H7355pu4fv06F7Wi0SjHeN///vdbtj00NIShoSEcPnwY4+PjsNlssNls+Pa3v43Tp0+3vHdqagputxvpdBrpdJqFiYGbAynMZjOMRiOWl5c5XpVaPyAdmdVqRTabhcfjQTwex8jICBcxNzc3+fmglnYqzAJoea46sZLFZ6rbGtrpfeJ2++06uiVh425JpXTHun2u13eRicEq2U6EQ2lCkPgZafVcCuiQBgKwzQRKpVJtFQy64M1mE5ubmzxRhKzbiOFms8lUP6LuUvXVZDJBrVa3JUXz8/Oyk8Cq1SrMZjMjq+VyuUVPQWwzEPeHAjs5I/qaeA67MWEsFgssFguazSZisRifc0KxyblRVb4THZiQdWqfovtJbuz4Qw89xJXzXlo8cqbVattGt4v7sbW1hWg0CofDgXq9zu1W8/PzbfeeFAmmyrhc9VOhUHA7hfR7e9mHAM6dNbnzq9PpYLfbWyopOp2OgV0KHuUYN6JOyO00cfpVJ+DY5XLBZDJhfX2d98vpdALYZrtYLBa89tprbcwREt4VfUUqleJ2JPFYHA4HxsbGoFarcfnyZX5mRavX6x2fT4VCweLgZPl8HoVCgdmP5DvK5TL7RIvFgnq9zu8RKclkdG7k/LDdbmeBe9IZo/arWq3GQUMnPSCVSoWBgQFMTk62+bJgMAin08kVOerXpmoPrTPE1BIDv1wuB5fLBQDcCtLJ/H4/Bz+0XpEfokCEAsBeY0B3anKFnG7v/UVoWdiJ/Rz67DneobiF2n97BZ7drNO1T6VSfC+SBp4UwC2VSnjnnXdaWhl0Oh3C4TDuueceTE5Owmq1wu1287O9tLSE559/vuU7t7a2OlahjUYjrFYrvF4vAoEAzGYzHA4Hf//CwgKi0Si3akv9N7GICBylvxsMBhiNRtjtdgwMDDAoRhpiOykoPfbYYwiFQszmLRaLyOfzSCaT+OY3v9lx6lUnO3nyJMLhMNLptCw7CbgZm8pdu3Q6zW2odA3Jz3g8Hly/fp0n3dB2LBYLlpeX4XA4eGorTXj9v9qOcDcZxZhizC5tD6H3dWrR3KkPoOIRMWCoPZimuBELnVrK+/V5YlJMI7aJoUYFJqPRyDlHpVLBjRs3kMlkuFCv0WigVCphNpvx1FNPIZVKsRAure0bGxtQKLY1Kj/xiU/w4IZisYi1tbU2Vsni4iL+5m/+pm1/9+zZg7179+ILX/gCVCoVCoUCbty4wa2bkUgEGxsbbXHC5uYmXnrppa7ngphuer2+baITAD7X3abjKRQKjIyMwGKxwGazwWKxwOPxwGAwQK1WIxKJYHl5GWfOnGljC0lNp9NhZGQEjzzyCNxuN+ecBBzFYjEGxNLpdItA8/79+xEIBFAqlXDlyhVmcAPge4eG6pCuoMg2JmCH9FhFM5vNyOfz8Pv9LeLxbrcb8Xic87xgMAiVSsVFPCJTELlDvF/l2gRF5g6RQaTrp8jq6YSXkMmBrncUxOlEqZYiUbfbpIKVAFirALgpyEgmrSrRBWk2my0MG+DmCaMHWK1WcxVHBEzkQId6vQ6r1crJm91ub6GN+v3+loVQtGazibW1NdkKicvl4paoYrHIfYBmsxlKpbKFjUJGI/mkr1PgRJTDe+65B/v378fVq1e515QcgWjSFogrV65wfzUABoWA7etDItCiXgPRn+WMxr6T+Go+n4dGo2HNCHEClZwRDXJhYWFX+jcKhYJV4cnS6TSLQAPA4OAgyuUykskkzp07hyNHjmB9fR1vvfUWL4rkZOgz0nuVUFyqTBA1kBLQO2Ufgj29rd/zo9PpYLPZWqoB1OonBqgknnsr39WvkTZNtVrt2mYRDAZbWhaockXV3WKxyPcw0ZNVKhUSiUTbQkntnVJwJxaLcTBF93+zud2SKk7IEpk9ZM1mk0dCkm1sbMDhcKBYLLa0qoRCIdhsNjz33HMtlf9cLifbxgLcFBYntg2wvXY4nU5sbW0x6FOtVrtSm2k/FIqbk6/0ej2uX7/e1mZHU2kIjCIhPvJ3YvIkAkwmkwmRSISPo1wut217z549HFySuDawXSVrNBrIZrMt9yGBZ/3QjeXaqPr5TCdfIy3ifGi7s1uJraTPhVhxpERHLljt1/rZp2g0yvvg9/vh8/ngdruRyWQQiURaWLzlcll2IqdKpUIwGITH48Gv/MqvwG63w2azQaFQIB6P48aNG7IjgomS32kqFBXMqHAkrfg2m802DUDgJrsmkUi0tHZ1s4GBAYyMjGBwcBB+v5+TvPn5eZw7dw6xWKyvViej0Yinn34aHo8HCsW2vsyrr76KWq2GyclJ7NmzB9evX8crr7zScRu9EgW5hDAYDOLixYsoFotc5SeWe6FQYHYiAP57v9o9H9qtm1R/UczNxHxILF4DraxA6X0hJqZSE0GcarXKLSgUl1A8IDJe+zXad4qRiY1ByTblMwRwhEIh1sukQlK9XuciisfjweTkJGZmZpBMJnnaHoCW55cYfZ///Of5+BYWFpDL5bC5uYnXX3+9DaCdnZ3F7OwsfvCDH/BrTqcT4+PjGBoawtNPPw2DwcDPx9LSEoNS1InRqWWaGMZarRZjY2PM5CMTx2pbLBYMDAxAq9VCp9PB6/XCZrNx+2IqlUIkEsHc3FzLvnayI0eOYGBgAIFAAE6nE3a7HY1GA7lcDm+//TZeeuklWWBJzgwGA4aGhhCNRrGxscFFJbVazS2vRKSgnCufzyMQCKBarSKVSiEcDuPatWsIh8MtfpLODwD280ePHoVer4fb7ebrS/ei1WrlTpd8Pt/GUhMnRctNmOwEesqBNdK4R8RRpGAOPZf92o5BHLH3m3ZOnDoBtKP7UlZKt0ChG92alPzJSMOAFhq6KLQdESWjtgZKoqV/o6ooATZUnRWZE2K1XTQCWkqlEvfsOZ1OZLNZ+P1+5PN5WWRTpVJhaGgIOp0OKysr/PCSmGgqlWo7ZuqvlDuHBoMBLpcLOp0OqVSKj6FSqbQwj1ZXV3Ht2jV+8LPZLObn52G1Wtsqzs1ms4UJtG/fPpw7dw7JZLLtXBDrBgCPPqeHjB4cajUjk0sq6Nj0ej2P6200Gi0tcBRkWSyWlolaOzUC7MhCoRAWFhYwNDSEtbU1TE9P49ChQxgZGUEqlWI1fABtzAVxm1qtFn6/H4lEgjUzKEim6xwIBLhKIGe9GFxk3YCabmy5D62zyZ0jt9vNKvlkdD3pWaD2qm7buZ1WLpc5gO7kVxOJRMu9Sn3HarWaJymJx5RIJHg8uXSbNpuNKcriVChiyhDtWfRZJGzcyygYI0DswoUL3G8tnkedTofXX38dwE3gXqlUwuVyMc2a9LTIKIkTrVQqYW1tDQaDoQVUrVQqLDRMzEP6rOjz4vE44vE4T5kBtp/ZgwcPQqFQsI8lcWWRmkvrCmkFiD4xEAhgbW2thQa9traGw4cPM1vBarVibGwMc3NzyGazsFgsKBQKDOzk83mmDgM370OpzyZ2q3jPdqvOiyb6EtFXUVzQjX12t/sgOWq19O/0t37tVs6ZGDCK312r1aDRaHi0PSVeFCPdbqNtut1urK2t4d133217z6FDh2CxWBAIBDAwMMDio5VKBZFIBEtLS5iZmelr6iRV7K1WK4tmUsJnNpu5BSQSibAOR61WayvCUAwC3NS3A25O2QyFQrj//vu5kLO+vo5isYhUKoXZ2dkW30Nj0aWm1WoxPj6OBx98EOPj48zSq1QqWF5eRjQaxdraGrdtFYvFtvapX/u1X0MgEMDq6iq+8pWv9Dw/ckaDMegnsA080X1M49VF2w3L5lZjEfGe7pc9cieLzP9XTNoRIf6U2k4ZN50YBWJORSAoTQmS5ob9mpTRQN8lFj1rtRq3gxMrlopQYscBSS2QPMT+/ftZZJcKQXa7HY8++igUCgVWVlbw1ltv4fnnn+9rX0+cOIGJiQmEQiF4vV7W2rp27RqL94pt+Ds16lrY3NxsKYgT84QY4nKtnVKz2WwIBAJwu934nd/5HZ7up9FoEI/HsbKy0gLuXLp0qaOvDYfDPF58eHgYtVoNkUgE7733Xgv7JhwOY3x8HKVSCefOnWONG7/fz7kiMYiJ7U35t9frxcrKCvbs2YNkMonp6WkAN1mBhw8fRqlUQigUwvLyMp588knodDrU63UsLS0hEolgcXGR4y2SAwHAeSVpfVFRg7S9iFBAfr2Tn+n2fO2W3dqv7Wo6VSfnSw8b7bScw+x1MN0o17lcrmWxIL0DMoPBwONexX2hfRbpfATMiJNlxP+LABX9E7UQpEYieFSldjqdPC2qUwJTr9dl6bbUU0xsIArESUOG9B6o8kwLKgmT0kg1qWk0GqarDQ4O4sCBA/wgJJNJmM3mNhBHnLgDbAM+FAA1m02e9iIeUzabZWFDMnqP3H5RT229Xkcul2sZxU2gFbUe0fsBsPr5rRgxp4iFkM1mGQgj516r1Zh6DbT2ctN9Ih4XJZXkWMXxwOL7qOpH04OkdjcHGrfDbjcg1Wt7NHlMfI+0PYhGWpLdTtFQqYn6MtIJUd2M/INGo8Hy8jKy2SwvkMR+o2dLCj4TkCp9jqk6Vi6XWYxdBGOJhdNsNjuC0Gq1uoV2n8/nmd0o+hgS1hMZjI1Gg6s6NPobaL2mdrsdzWaT+/bL5TLr+2g0Gga+AXltLum+ihOsKEmbmppi3ZxKpcLVMPF4KTETgRIqjtRqNczOzmJiYgIzMzP8GY1Gg0AgwCAOsR4BMIhIASv5slwu1xUIBsCjlUWftpsWH/FY+rkP73bfJj7zcsmPWEQik1YCd3uOyOdQwUxsD5cD5ygBo+KDdKzqnWj5mp6ehs/ng8/na2sXlwN2gO1EIBgMwufz4aGHHsKpU6e4aEYaD3Nzcy0xFT3HnZjAZDQmHNgGMaSghN1uZ7+XTCbRbDZ5Gh21Yz/33HOIRCJ9MQ3sdjv27NmDAwcOsM5kJpNBPp/n9op+tmOz2XDvvfdiZGSEJ9a88MILOxYWFY38ihi3UnI4MjLSNUH8WVovgKJTHtGtyn03+CUp6HG74g8RpKFt00/yEdSeSUUl6TXabbwugoZS0XdxgtDm5ibi8XiLHIZOp4PRaOScLJ1OY21tDT6fD6Ojo5ienuZY5/vf/z4GBgYwPDyMX/7lX8bjjz8Op9OJQqGAc+fO4fr167hx40abzswbb7whywC8//77MT4+jieffBKDg4Msc5HNZrGwsMBMnIWFBVmpDjLS3pKeP4o1O7U/ud1uHDp0CC6XCy6XCx6PB8D2s51IJPDiiy/2HHQAbMdcQ0NDCIfDeOSRR7iYt7Kygs3NTczNzeFLX/qS7GdtNhsmJiaQTCZZIN5gMMBsNsNms6FerzNbmQY/ADevczqdhkKhwOrqKnw+X8v+KhQKbG5u4tChQ/B4PHC5XEin07hx4wa2traQTCaRy+WYCU45l9vt5u8gkWhpYZyK+7Se7mZN/ln4k12BOOKDKaUKdaMJiX/fzcERM4WMHIb4HdJASfxdDFKoHYD+LrKJxGMSg5hODogCfxLE3Nzc5Pn29Xp9x1TSeDzOQI0UHLBarRx4k5YCjRMnMITo9NLgixINohJSSxSwXUkRaflklCiSHT16lJ2PKAra6ZyIptFoYDKZuDUM2HYyhNzTa+VyuYX5JLYc6fV6OBwORCKRXenfiEb3YaVSwb333osLFy4glUphdHS05X1LS0stx7m5udmycMgFuc1mk5XySa2fBHDJCBS4VRDnbgg8dmN3glXUbZtyrBCqKJBJ7wWTyYRKpXLb6eTko2h/KFHr53uo5ZGOg5g89KwRCEnHKy6qBIRIwVsyCjREn0EJkVhFUyqV8Hq9Le0NpANG7Lx6vY5CocD9zMDNEeBylSHqwyeNIDFwpFY4YLtFgJ7DZDLJ4vZSnyX2YdP+i4m5eHwejwc2mw35fJ7bLmh/gJvrCPl0Obq6NKGnKhuwTe8WE0saQwrIC/sR1Zz61DsZsT5FEKdTAUa61pNfkwMo5GwnFOEPmhFrApCfQiVnnc6ZlGGwGxOvoTiYoJd/oKloRE0nptjW1tZt97UkvP3Zz34WNpuNA+wzZ860jfoF0HXqSjgcht1u55HexHA1m82oVquIRqNYX1/vCBBJgQmRnQtsx2QajYYHE9Dz3GmyjFKp5HG9+/btg8VigU6nY0YAiRP/27/9247G4IZCITzzzDPw+Xwc61FS+sorr8iOQ96NUWs9/aTk8lbAIandqbilm+/qxIi70/v0szYps1IOzBH1cXYSa4rnTMrwkxbAexlNkxQ7IWhIRKcpuNLtimARfTf5OVpXDQYDvF4vy15sbGxga2sLfr8fJ0+exPz8PObn59FoNBgQfu211/DlL38ZSqUSjz32GD796U/jsccew8DAANxuNzNelpaW8MILL2B+fh4LCwstgPH58+c7TslVKBTwer1wu92Ympri/JEmbpJGDfmsTgUZet3pdCIYDMLtdjMbOpFI9NTbEc3r9WJwcBCPPfYYg+ZGo5EH0tDI8cuXL/cUJj9y5AiGhoagVCoxMzODaDSKfD7PGkZ6vZ7BYWqxl8YepLNEGjfNZvP/s/clv5Fd1/lfFWueWGRxJptkz63W1LJbsS3HPztC7BiQN0YWQVYJkH8gq2QXxAGySoKsghhBkk0QBw5gBI6h2FEsyVBsRZIldbesodUjmz1wKg7FGlms4bdgvtvnnbrv1asiu93N+AAEyao33PHcc74zmZw+GxsbJjztypUruHDhAsbHx40nOcP46FXDML96vY7V1VVTRVG+T+p0XMPyt9s+4dqlB7IfT+aDon2BOPpv+Rk/tyHC2qXXdr9twDY2NjoWsURodXiLG6CTTCYRj8dRKBTM/fxeWqWoINF7x2s8WH6cni60xOZyOYTDYWs+Hy+SDFH2g5m8pVA1MDCAwcFB855ms+kAX2RMH7AX00xPF1KxWMTJkyc72kEPIypsn3zyiTVpqSZWwOB99GTRiQ2Zy0Nb/IiEtlotRCIRE65Rq9X6sgTZ1hP/v379usMbp9lsOqzgpVLJ4RoIwNE3Gw0MDBh3bf0+Er0AuNb8WCm6CfYPAtj4v0ZuvIkVGPg9SyHKdVsul01IEEELuZcPqqwyeZIUoghGdFPUGOLHPBDsC0Fx+Vw5BsydQ0BEJsklsNxoNFxBA/JXkg6ljEajGB4eNqBEIBDAxsYGTpw4gatXrwLY24vr6+sYHx93gBdMSEzvRQJAPFBrtRqKxWIHMMN7tdLG9+v2k/iMaDSK8fFxE26Rz+dNWKkEcJjg0Wv+5dhcu3YN8Xjc/D83N4dbt26Z9rNag40kwOeVbysajRqwx63vNnCBa8QPOKE/10rAYaFgMOjwuvMrxLnJP0Bn6JNf0kanXowdtVoNjUbDgDm0YAIwIO9BeuZUq1V873vfw6lTp3DmzBk899xz+Pu//3sMDw+jWq3i/fffx40bN3DlyhVr9SaSG7jDEAeWKT527JiZK/Kzzc1NXLp0yYxTIBBAPB53JIqn1TifzztAaSlvDQ8PGy9q7vnNzU38x3/8ByqVSk8hR7Ozszh+/LhRpFjKt9Fo4OrVq1hdXcWFCxfw8ssvPxBPKT7TS8YhUCZDZx8F6qaT9Mq3Hnfy8vDTBmtJ3cZJ6mmUb2io5HfUA3Z2dow8zzQClOsZIcCzm0aiK1eu+KryZOOT8jejFqLRqKl4RGMR8+Q8+eSTmJubsyYAb7VaeP311x3fhcNhfPazn8VTTz2Fubk5/MEf/AHGx8eRy+VMAQEmCb5z5w6uXr3aoUO0221T6UlWwgPgcDYAYMJebXs9Go0ab8NuHoekgYEBjI2N4cUXX8SZM2cwNzeHTCaDYrGIfD6Pjz76CK+88goWFhY62uZFZ86cwfz8PMbGxkxOxdu3b+PmzZumQnQ2mzUAytraWocXDMcGuL8mCcjT6Lezs4OnnnrKODAw383y8rI5u+g5yXOQ/Jw6frvdNmtSRu3I/EtuCf9t3mheup5Xvqn9UqAXxhUIBNr/+9u6aWwMgf/LOHuJits664YMawWFuUZkdQ4vCofDpooAsOdhUa1WOyZJujmz/XRX76aEEWUkM6PiQGu3zIXQS4IvUjweN2i1vp8CeSgUwujoqIkLZaI8uXheeOEFrK6uOsbtm9/8Jn74wx8aYWNkZATT09MoFApGSJqfnzdJwtzGgkqBbB/d74iyUxjM5XJoNpsmxKIXq9RBEOd6bm4OsVgMV69edeT0IOMMBO6HrRGQoydTsVjsaPe5c+cwPT2NH//4x2i3244EsqTf/M3fxDe+8Q08//zzePHFF315UfgFe7pRu91+rDUp8iI/1M2CYXk2gE4F9vd///fxl3/5lzh16hTW19eN4q8TCc7OziIWi+HatWvIZDKOsAQZ9rJfklX2NE/uZx9R4GJiOXpylEolU66bOaoCgUBHklAvvq6JApwEcn7nd34HKysruHz5snk2y15+//vfN9dNT09jdXXV0UeWEWcy+p2dnY7E70yw7Le0rQRCKBRoKySFAnqlMLwjEAiYKl4UUrQnj9+zN5vNYmJiwuHCncvl0Gg0UCgUXNcxy4y6WTSnp6eNZ4EOaZHnsIwf5xqR3lbdLK/am4vXiapIh44X6aqZWrnolQfIff4glHaSBP04rxKMJg97mGWc4/E4jh8/jpdeeglzc3OYmJjA0NAQ5ufnjccz9/vy8jJ+8YtfYHl5GTdv3sQ//uM/up6Xk5OTGBoaMqW0C4UCLly44Jr8WNPAwACGhoYwOzuL8fFxLC4uolqtGjCbY8eywSx9/Ou//uuYnZ3F1NSUsUZvbGzgxo0bptTuW2+9hYWFhZ7KcD9MkkZJngtaJmTIBGXhWq3myDO2X+9UgnHAfcDyAICY99rt9vn9PuSXRYFAoN2vIU8qmtrT3AsEoyLMxMbSEMTce/SuHxgYwMjIiDk/uIaoE8k8cX7lXOqBPPsJokt9i5+FQiGk02lMTU0BX1amfgAAIABJREFU2EsPce/ePQQCAaRSKVNim54ijUbDAL0XL17cd3XHs2fP4ujRo4jFYtja2jIegm7gC5M13717FxMTE3j22WdNio6PP/7YhAvJAg8PikZHRzE5OYnjx4+b6sHAnkGrWq1iaWkJ29vbxrtma2vLyAysgjUwMIC1tTWUSqWe9d+pqSmTN5GeOLu7uwYc03IQvbx00mIbMeca75NAP8EcXczDryeb9vSRP1oulNc0Gg1fvKhnTxyNQGnww0ZuKBvv8fpfkpsbnS5N60bt9l5iXW5O7RkkmRWfTWHWr+BExJdCD/MzUFiWQhHbLd2vur3Hy6om54Tv5I+MWU0mk/j00087PJdY2YQ0MjKCWCyGarVqALRuJTOlBZr3cCNT+JNrxi058MOkZrOJO3fuYGxsDFNTU45KMPSekAecLtNsyz0xPj5u4l8TiYT1vfRqSKfTrgnf9H5w81LrRv/XPXS8PLFspL8LBAImtwtJI/ikYrGIVCplLCQSBKSwcxBAnHy/Phh69fzj88gvSAQvpLDMxJ8MD+D3BDsIXHR7lwRwwuEw7t69i2QyiampKaNIFQqFjiSgd+/edXjOkO9ReWJYmQayvBIsE5zQnlbyvNNeFm7AP8eJyR3l/SS/ezGVSiGTyXSEbND4ANy3xGlKJBKewl0ymUSr1fL0nNLeoG4eJnLt8X8+Qz+T1K3IweNMukomqV8e3M2LwI1kuAK9BjlXNKow3JD5BWlQketbe/35PU8OwgOxWq3iww8/NAktSUwoPD8/j/Pnz2N4eBjpdBrHjx83yZH/5E/+xHgH7uzsYHl5Gaurq1hcXMQbb7yBpaUlXLt2DW+++WbP7Wo2mya5OSkUCiGXy+G5557DzMwMjhw5YhSvdrttko9/9NFH+MlPfoL33nsPd+/e3bdy2A95zSFlVzc+rpUZ5qfkPEciEUdKAMqjhULhwIBIG6Cu+Y4fT7bDJBtx3uT55HfvScM7ZQv+L3/rM4DXcR1oPUQWiGE44UESvfspf/Dd8r1sL9NbsBLSyMgIgsEgtra2UCwW8eabbyIejyOZTJrk6jyDv/GNbxg5nxERm5ubWF1ddS3rrenjjz/u8MjRNDY2hmPHjmF+fh6ZTAbXr19HIBBAMpnE+fPn8dRTTyGbzeI73/kO3nnnHRQKBTzzzDPIZDIAYJIT9wsAM/EzAfKhoSEj9zJ31+rqKsrlsvFMZPiblHey2Syi0ajRuVkivlAo9HUe3Lt3D61WCxMTE4jFYmi324Zv2ngKdU8/vEbKyjz7Wq2WKVQSCoU6jGF+eZiW+2x4iU3f8Es9gTg2FyLbC23CqkartEeO7V5NNoGQiocsCS1JW/6Yp6BSqXSg93pQtTuV38zq29vbxiJL5aDdbncks5SWBJn4Uy4OjYJ7UavVMkoKM3DTOkLFsdVquQr2d+7ccbwnFosZpW1oaMgk6fVavFSu5HMajYav0rYHQb0cyFKYrdfruHPnjiOEgaELbvNOt8CFhQUTjkJmMDQ0ZJQjN0s5BZqhoSHXTasVnV6EDT9K1a+ok9zGiJ4pNsVG0ubmpknOzXUvD5lUKuWrhKyfdpJfcB3LtvcD5Ghy8+jh+3T/A4EAxsfHsbm56ekKTbCFoG8kEsHW1pbx9JF91GWGeb8kJkVnm7z6HQqFHG3n39IlXIM08n/tZaoNGrQ0yzbYDmk/e7Fer3dU2mL/2+22cUV3A3G81gMVLa9wCJuXje0c1me55HluRhq/5+njTr9Mnttu7yXwHhwcxPb2tslLR2WnXC6jWCyiUqmYcAbtccbnyH5IMFueT9JQJZW6QCDQYcnUxH3plWtPEkMR3nnnHfzrv/5rx/fDw8P40pe+hKmpKZMP6+rVq7h58yauXr36QKzXjUYDKysr+NGPfuRoB2UJWqcfNsmzwcvYKnlao9EwHsSSb2gjRCCwV3SCa4eWbOB+eB773M95ZOOzElSX12mrtuyzlOHd1vdhkI+04UEbnoDOvGe2fkvAV46rNG5IoJ/v1Pyj1XLmd/MiGoN69STmuet3fd29exeFQgFDQ0MmVw5z3FQqFZTLZZOwl3krh4aGkEwmkUgkMDExYTxkz507Z7xTWQa7VCqhWCxicXERm5ubXUGLz372syavXjqdNgVibty4YRI1l8tlvPHGG/jkk08QjUZx5coVlMtlZDIZVCoV4408OTmJ5557zgCnd+/exebmJvL5fIfcefbsWYyOjiKbzRp9JhAImPDvWq2GhYUFkyC+Vqs5wtTlnI2OjpozhD+cm7W1NWxvbzsKXvRDy8vLWF5eduRMc5OlvNaCXNNShpY6P3A/hQL7cZDUC9bhRT2BOFr40u7UHBCbd40UfLVVSbprex1welJo1c7n83juuefw4YcfYmtryxzYhUIB8XgcOzs7aDQapgT38PAwrl+/3sEotNAuP9PgihdJa7YUjLjRbSi5l6VNKhiSWdraQwWkl/hI0uLiovmbZc+TyaTJ3k10XjNsEsvgHXQS116on40mlXEmumq3245Som6AI/PesLoM6d69eyY/EteD/D4YDBpUOh6Pdwgb/ZLb/b8MwfFRIhtP6hUQazabJmEtye0ZS0tLOH36tHUPTk5OHgiIo9/PvS/dPKXA1Y8A7eY15Gbhq1arjr7RQmsD/HWccLVaxZ07d0wFvHg8jmq12lXZIi+15Zwg/5X5zSSv1WFB/Fy31fa/zTDhJ/9IL1YWN0s4LY/Sg0JTu73nkcVzznZ+plIp3Lhxw7MNNuuRDZTS57gEO3mNBM4OqxfOwyKCHl5eb7Qe0pMrEAiYCnTSkzmVSpk8bzSGaZDNzSCnjV86Bwe/pxwEwJoHoVf+1I2Hb2xsOMIw+yXJv/oJge9VDjso0vmwbAo2ySZ/0kCqSe9b8hfueTdl3c+ZG4/Hjfxeq9UcBTokWOzWZtlP/Z32EjmMMpGUW6XeIHUzjoHkyxJw1Yqs1/gGg0HPXE/Ue1qtljGQSo98TX49Jw6CGPZz+/ZtE+549OhRE3bdbreNdy+9+UqlEjY3N3H16lVHMQjZX5nfJ5FIYHp6GpFIxHhnUw8ol8uoVCqoVCq4fPkyPvjgA6NHxONx4wXDHIvr6+uOkOpAIGCqTk1MTGBnZwe3b99GpVIxnrpsD9OOHD161AGw0Dtua2vL0Q/KTJy/cDhscuhx70hjVaPRQLlcNqH3DLE6yPQBkmw4gu0a9iMUCpk8slzbyWTSrGMZQSO9k/dbPKcXknuwl9xzfYdTaYUBcBd+9f0SgJCIcD/toOAcDAaNcsVcMLyO7+JCZFIlG+CkSQv9tuu9nsEFzgVle1438msh2C8AIIkuinQ9FPkLHmnhu5cx6AacdXv2+vo6AoGAsRzITcfwrGQyaULGdLwmUftiseg7pvswWIoeNukxkyCHF+n5ZiI2Wj5klTUbue0TWxLdXkh7Oej4XckvWO6Tf/e6dw9ir1PIl0IkwR0KCrT+FItFU/kuHA4bK08/7aD1WcbGS5L8XO53G1gjf2uvlF/WniTvcRubUqnUsdbo/VSv17GxseFaGc8LrHHrs5sRx/ZsN+/EX5E/opA/MDDgOycCgUwCKAT5CFJQYZFnkZcV0i20TpL8XnvsSJ7VDz2MfUf58VGXeTQ4Q0VLg+du4Ju+t1++5sWPuj1vbGzMeAUUCgUUCoUOL0HbM6SXke6f9kDS600b6R7lefZLcl9pT35p1JHf8SzRIJceKz9jRCBCnrnMicPz+EGRzIuj+6TlI/60WnuFD2q1GqrVKuLxOOLxuAG3GVXBstSAE4hiflPyToajMnSLINf6+npHHieOTyKRMEnRh4eHkUgkTD7OmzdvIp/PO8BR9pEVm+PxOLLZLAYHB80cUe6xhRWRN9C7nGMlvyffq1arJiSSYBaBGpnf9GHmSfPDmzi/AwMDiMfjJh8XwTjpZcPUFpFIxBEea6OD1LMl9Qtg9qVNyE5Ioc4PKGETmoHeD2TJtEOhELa3tx2MitYPGf7DiizM+i3boi0QboyKB4Ptexk3yA0iy/lSmbEdqDZhuddxOeiFRauKdqvUB/6jRv0AOV7ft9tta2b4fD5vssgDTuXu9u3bBnknyTK09BArFouOKhiaet3UXmvq/yrZlPR+xrVSqZgY3Ewmg3A4bOJ7bfxAHgayPG0vVUpIPPwZtseDWX5nE2SlUP0gBVQ3ZUErA9Lqp13bWXWPQqBMpiq9PPy2hz9uColss5uSyj74sfw8aNLtdGs353x7e7uj8lQ6nTbrb2Njw1qZSpIN+LKRNk746cevQBx3clO6+cPQ8PHxcezs7GBjYwNLS0uugvTY2JhJPru2tmbGfnd313hrUSCX613LefsBXSQ96nNP+Y1nNpVSynYPe/1SxvDyQtHtcZPF9b1enjm90H4A7UQiYXjR8vIytra2PMPvbECMPnOk97obyCO9DR51sM4vdQPh3IA8DW64PdcPyaTXvJdyiyZ6hnRL1WCjYHCvQho9d9PptHkfcL/qJgADNEh5qNVqmSrFu7u7xpuE97LsN8NQZblqerlEo1GkUinTHg2Ekfg35RnpeSHzCtHDZX19HVtbW9YcQuwfw8g//fRTJJNJU3mZei5lRhnaJKNBKEeyCAPHiGcBgSg3GfdRIB3aq/EJzhHPPwJbOjG79BT1okdNr+oZxOHkM+GPFhokA7UxTi5SN6WqV/CCyYcYIxePx7GxsWEWnLSUT0xMoNFoGGFnd3cXIyMj2NzcNO3q9l6GcEmyKQM8IGT9ePZLC0JuDFM/3+1aYO8QTCaTBhg4yIXmVt3kUaUHscl42EtGViqVcO3aNcPAyZxbrb1qDJVKxXFo0XoK3M8TFAqFMDw8bJ6rLVmPGsN4lKhfsM7vfXqPlstl3L59G5ubmybxHa0SdKEtlUqIRqPIZDIOwIdVG4LBoO8klplMxgHQUPmWVmzZPpsA1I+XI++TPMttvHgdK7AMDAx05L/SebIoSGiBTodvSCFcg0Q24ZOfSwsbSfJc2S/b3/I5uq82xadfA4R+TrdnEUiWyQMDgQC2t7cxOjrqSPIH7PGnoaEhR1VHVsUAnGG/2WzWfA50KoSyrLgea6CzQpu+l9fq0LVfkZ3kGNvWP0MPme9mamoKx44dQ7u952nDktaLi4uo1+sdibH1u4rFovHQIh1UAvbHhaQyRaOblm81D/Br3LLxDi/Qsx+jTrc91QsI7QV6277nGRWPx43Rb2dnx3jHs7oh8ywyNwbPDuYkvHPnjmub3Dxo3c69drvT60MDOvz+YVdFfdBE/YznhQQy5HqVhgo3z5v9yKBybngGnT592shJEkze3d118KnBwUEDLHB+wuEwJicnMTw8bHLUsFANk+sCzpQf/JGGMPaPQI0GevhDb2sCPFy3Oi0GPfH5P3kJARWClKVSyeSGabfbDh2R67FUKvXMd5mzppsXyWEk8hGSXK/MQyZlG5IMc7UlLo7H45ienja5hZaWljzlYNv7/ZA2Nuq92Y368sRpNpsmnmx7e9vqySJrrXfrAH/z2l7j5aXwL5OJ2ohIK61PTN7mN5ke0NknDrx0h+KGtAnsNldyr3f7WSAMT6DVyHYoBQIBDA4OmoRVh0lA2+9hw2e4kVRAJMk5l54DAAy6DdyPq2flHl4zMzODkZERT6vYfukgxuZRpG6A74PodyAQQD6fR71eRyaTcbgNsz1zc3NIp9NGqWYmfbq32hKwM/Gl/J9JJSXZ1qFNACP1ay2WvLgbb6LA4rZ2ufaZ+M/Lmq/BFOmxYwNqeI3XWrDxaz7HDz2M/ePXeKHbLPkPzxW5PjSQ7FWJyu1/NyNFt3G0CSb/V4h91wKa/F6va5uSbQNQ5VphosdEIoHR0VHEYjFTvKHVamFwcLCjfLwmnlGarxwm+cAPSd5qS7pt41sHJXN47SH9fz/v1Ouo32eQIpGIaZv0CqUczXXP/EsDAwPIZDJIpVJGiQVgvAT85J7o5SzzOl8OMwUCAUSjUcTjcRNSo0ss23i4/Nztfy9i6HO30uDBYBDZbBZDQ0NoNBpYXV01AA4B6XQ6jUQigVQqZfK97ezsoFqtIhwOY3p62gBABKqZB4Ze7VIR5trXIA7/Zj6wSCSCdDptvG3i8bjJeUnewPNWnrvSs0MnV5bhzASkmCuTc8XqTTy/8/k8yuWyMRC6kTxTpcFLO1fIkHVNugrh40o2ULkXfqHTDqTTaWNwr1QqjnXlJWN2k3Fs8oBt/HuZj76TM5D5aqFbN1YffG7MxHa/347IZ8qwKk1MuiRjC70UIDdyG3DNEGnV4hgxJl2Tm6Bnu67bd1I41BQMBs3hywXbq6BGpc7PeOl45IfBLPp9vrY66OfoBF2y0osss0wKh8Mol8sOUI/AmWSwuVwOkUjEHDIPCsSx9elxJ+4pLyuajY8QcOl1PHgAt1p7JSZZSYXzz3FOpVImfjoUCmF9fd3wSlaKsz3b1m7yJ1qj3BQJN2tkv33lc/1co9tqa4cNCNAk9wr3A0MaZJiHTfjUvLWXtrNd+jvZdr+Cbz/kd89r/iktUKyip9eH9nZyKzvqFuLnxbf1d27Ajtu9bt8dBvIS0Pi59ur1Oxa26yqVCm7dugUAJqEmFSAmCCclk0mH7HZQSdaBw2MwkHzsQfbJBpbarvHbBtu+cpNp9kMyz5kkr0TIzK8hQR+vikIsWe6mjO3H+g3YPXsOw9qlV4oE0N365WddablUrjHyMYakJBKJjlwpklqtFt5+++0OoxUpnU5jYGAAw8PDJi9NKBRCMpl0VNddWVnB+vq6STQswRqbRxFJyhD82djYMAAP30f9lnlSCPIA90ERCZwwabPOTbizs2MSKNdqNcRiMSSTSeRyOXM9wSS2fXBw0IQAsVCMBo7C4bAZK/aL7SG4RdmPAJuWwShTclz59+NMMs+N9A6mV6Abv5GRQMPDw0in0wgGg8jn8w4vHi3f2GTxbniGvMYLEPJLfYM41WrV5PvgS3V1CimgSCuhZJ5cfPqgsXmTRCIRxyEhkUsSJygSiRjFmwO4sLCARCLhKHNWKBRM1SiSBKD8InpeA++l4EhyO8Q5ll7CPpFbtlsTN7G0lMiNzzb6WUAStfTqi8wVQ/CIqPtB034OX84359o2fpq5yf7XajVHPiT+LhQKpoyvdGtl/O7AwAASiYRxIaaSL9u1n8P3sJPkJTbqBhZ4kU1Z5/5Kp9OmagaT2gH3BdvV1VWUSiWkUimHQOPVrna73SHYUDjR7bGFUtlyxkje6ldQ03zK69DisykEuFWlI8jF6/ysW1Y3iEQiRphxmzcvRbkbuQm5NgXBJgz6Jf0ObRnrttfJOyVJIdnmLmwjN74t506G0djWhBSAbQKzFJRlMnzZX1ptDwNRUJbWbz95r9rt/pN80hJtO0sbjUZHQtiJiQkDArNQAYGcoaEh055KpYLd3V0TkuVFPDO17OZXue5VCZeKE+DkWV5V5tzIb9Wph3HOajDUC/jWfEeP40EoBn7aS9KKKNvEzwkqdAv1yGQySKfTGBkZMaErXl5kbn3SXgleIDL/PiyyVLvddoTJAjBgLveqBASknO6mo2jeL/U3fkewgUmACWpwPaZSKRSLRWNEcNMBmKSdgLQk7lcd4dBt7qTcJPmVBBJJDzJ1BPeI5L3Uh2Qf6AGUSqWQy+XM/BEU4vxSJpL9okzM3ECtVst4/tvAXOYjarfbxjBNj+lfBkne55VfCHDuc37vNX88kwOBAEZGRhz5AGXo4fr6uq+UB27rzg//PUh+01d1KjIKm4IhDx/bwSTRYTdy66ANJXRDdNvtNhKJhKlcRUslAIdCrV3PdLtlMlovq6QeH8CpbOmDQitiNguz/I6glBu5gQ+6XaVSyTVczc9hRqbh9g4AjjmWrv7yAHiUSOfs8EN6/eowBs5HKpUyz5VlgRkbzioxfL9NmTwIoeywCCmaHqYiWK1WUa/XEYvFTBipzE/TarVMOchGo4FEImEEWElugpIEVXWOEQmcegHLWoHRvNmmcPP9jM22Pdu2fhiG6pUPBXAKbL2sQy2M2vKpkQ7Kcq6f3U1Y7OVdUvnU93czAuh2yWf4UWa6zZFupw280d97We0kkGNT7g8TURiX/wNO44BtHdlkIa+9qu8NBAKOfEdetLy87Pk9regETVlyl32TuSBkW/djuXVbj9L4o8dNAjUMISfoWK/XewoP6EdRkdbuB3WmatlJfibJBlZ1A4LldftpP70VZC4PP+vQjcbHx43nTT6fNwpqLzzL7ezk9/I34K+62mEgr3Xe6x7udn2lUjF8iboT898lEglks1lT8ZYVlQhOlEol3L1717W9biki3MhmiJPf2XiqX9BZP88PSY9qDVbI5+3u7qJYLKJarZrqgQR/wuGwMRJIw432tNF7U3s58zopI8jve4m4OCiSntfsA+eQHu+yTV5eesDemaZlLZZbZxLjYDBowjmr1WqH8UOTni+5diT/eZjUV2JjifrxM7kobSAO4O2CpMnmBaMHh0qTbXPLSSfiPDw8jEBgL+GaLgntRtKTx0+uHhtQIy0SwP2F4Ddm7yDCbDRgZVPm/L7Db7s1+iuF1kfl8OSGlmCAn/bZhASdCDKTyWBnZwfJZBLRaNSUtQ+FQg7m6cU4dFuk22UvJOf4URn7g6Be++K3/7ZryuUyarWaQfDD4TBqtZpj39RqNYTDYRPfHY1GrZbxbu+Vyh8PGhtgZRNEpNKo/5Y5H/SBowX9bmRTKrTysR8lfnd314DO3RSa/QIFtnfo7/ezb6RAwnngHHcTRgCnu688D+TnGhBqtVpIJpOuIVRuRCHFtt4kaEnqRZk8rNRu7xm2OA80DEgrqfzhPV7eZZLc9nk4HDbPlHJQKBTCyMgIotGoEfi9lGxa0nkv3flpNWZ5VnrpPGjwvJvcKJUTCao86HXH8XALxdEAnpSNNbEPtsovfoD0Xvoq29CrkiHBZyqHUkHcj9We3sgEgQjE9Uo2ZViSTd79Fe2fbGPZbu+lDqDcoo0xwJ7sxBxJkUjElPIeGBhAqVQynlh+5HCuRy17SAWeAIq8XspF0mjhBup048l+yWZok/uT3jP1et2hMzEJM9B5Nmt+4Yc/ewFyEmDSIb9+5JVeiOAUq4BxPmi4tHmzu1EsFjOVpqTjAJ9PLyOeY1yrfp8v8QQ5N9pgJckP8M+12g8I1Fc4FRVJ/UIvRZ0dp9Aqr/ECcbwoGAw6MphrkpsRgGMCZbInr6pU/aJq8lBhW71Ievzo59ie12tbvAQcOU69HnBaSXMTanjQc15t49oLsLVfCgbvl5WjO6MWsv0SK/OQEeRyOezu7hrFnVn0meWcDJZZ67Vw7TUHfkLZNMk+9XP/o0g2wMAP2Q5iv/NNEIcovizhKNczvRRjsRgSiQQSiYQjP5Zb8j+toGmygbm2PWNTsPXfGgihpcftXhtRGOpWcagb/9HXSmGmVqs5qlhoi+pBC+N+eKT8zOvwZjspREgX9larZazZXqEckrjW5BjRy5Tt0cqKTCAajUZ9uYt7CSW2cedatSXcdgPx9muUeFRJyzxyzgF/oS9uz9Vzq9eC3L/hcBjj4+MYGxvD4OAgksmk2U83b95EPp/H5uamNYcg8wYwjw7L60prcLlcPtBzRK4r2zqykZv3sd+15RVG4ranKSswDMEN3NX8Vf4vAadeCmrIZ7mR2571AgzdnsM1o2WjZrPpK1xQUigUMlWFQqEQ1tbWDLDYbrdRKBTM83VRFLf5tAEzfsbysAM40qC43752k4+8viMYYaPd3V2sr69jfX3d8Xk2mzX5XljVs9FooFwuuz6LfIBhQTaSQLreB/Js199JwFbvVf0uAhDd9rXXM9yIciMjSx4Ukb9LIzPHleNMY8V+PdmCwSCSyaQxpFOWIY+xVfi1USAQMB6kDOfjXFNmarVaWFtbQ6VS2fe5ZQP3vMAXm+zIduuffnTwvkAc7WolB4ybwOb+73awERSidZILpJvnSzKZxPPPP49///d/N8mgvOJu+V2/loNuWdelpUMqYjrUhhtS3+8mDLAkoxaCu000lUxdKtNL8bB9pq/Vc0iSMbZSGJNAGRU//WyJ/Lot+v2S7EcikTC5kChIdKNoNNqRJIwC78jICGZmZjAwMICbN29icXHR3Dc8PIxisYhSqeTIbRSLxTA4ONhhKZfzY0PYZVv9eObovXkYqN3eyyGjD/ZeGWAv1xYKBWxtbSGbzWJxcdGs93g8btoxOTmJpaUlAPcFlWaziUQigVar1VE+UgIhUsjnb/kZ156cS/m3295167dcZwSmtGeO15rRPMntfW6Hl01xksQ8WrZD3PbefvmGG2imr3H7XCrSbAv5oATHmC+FbXUTsuW88HvtzdmLsjIzM4Pf+73fw9/93d/5AnG8lCGpzMnP5PhRgXALJT6MpEM5bCHa8nevJBVanpMUqPkuCtus8HLt2jVcunTJ8ZyhoSGcPHkSp06dQjabRTKZRDAYNCXJWTmoUqkYoXd3d9co2RTqk8kkABgFq1eyGXwOivw+q1s4oBt5JePdL0nFSfIAyStsPFZeq4FWP+NBZSedThsFShYA8aKpqSlks1lks1nMzc0hl8sZD4tYLIbJyUnMz8/jiSeewKVLl/CDH/wA//AP/4BqtYrBwUGH/NVNBtSGB8lL9XVS79DjpEHVwyYbSa9/udekZ4UcH8qQcvz1/uzX+5sUi8UwOjqKzc1NVCoV6/P85nazUaPRMCCEBAKlnslz2M2IHIlEHB4cciwofwH3dTo+W+oFTN2h17CWEzimPCs5N/TilIYaXkvdldXebHo4r+XnUueQfEJ6JvF+hqUe9H7geNKbiMmi2+09D1aCdG4OFdS9CPZoR5J6vY5isejb430//QC8vSLZV6n3uunabry5F5mpLxBHLj5thbY1Ri9cjZS5WXO7dUIKjplMBrlczhPE0eCNre37ETh1X+RGkC5YNtJCL+ANqPi4ulEPAAAgAElEQVRtp3QVJGkwzUY2C2ovioPXZ7L9bpbJgxTqOM+yTwwto0udJFrOm82mORCk94WkYrGIVquFJ598EslkEh988EGHdSEUCpnKVPJwofugzarltsH7Ya77UXAfZXLzvvMDWPWzz5lsN5FIWBU1ACbZO9sXDAZNyBXjfaWbsTxU5YFqE7Ci0agBP5gsm+/RALJtPGweOxJA8jpU5LjxufI3/9YWBd5jE8Zt/NdNEdFka6sXyN1tvnvxuNS80U2pkn2Qip/kQfpeKfxpfuVn79vW/tTUFM6dO3cgAo4fvqQVBz9nwuNOPCdsoUa9yDRupIF9CQaSyBcKhYKpOJXNZhGPx7G7u4uNjQ1sbm7inXfeAXA/NIgeoclkEkNDQ8aqmU6nTelc5vmq1+vGKMSzjDkF/HqUdRsHCsHA41HmnOPIxKtynvS+tRmxNO+28T99TkiSn/tZX7FYzKxXtoeKY7lcRrFY9OxrMpnEzMwMhoeHMTo6ihMnTiCVSiEajZqyvKVSCcVi0YzNnTt38Od//ud47bXXHN5iVKi9+qf7StLJ0vV1bnkfJVAhDXLtdntfoWGPImldQScAl+eNlzHIL9+SY9lutx2hLcViEbdv3zbXMiy9F77RjWT/mBOFP9IbdmdnpwPQYLvlPpRriHtGyjdy78rznGe+XoN6vUmwiHydyYk1ECnbROMzye/e/2UQQWlpiGJEjJ/9Fo/HTRgZ5d/t7e195eAiHTlyBPl83lG90YvcZE79uU22k9fb7vF6jxftC8SRgAwb7UcZkFZYLyG4W0cajYY5cJrNJmKxmHmeFmRtwq22iFOpkZvaL0mFitRLQk95IHkpLhKB7DZGUjHs5qLci9LjZ4F5KTZyjNyUwYMiIrXa0s6cSLaDnpZMmUS12Wya6kTMMyD7Mjo6ips3b+Ly5cuOZ42MjDiqlfCdweBelapIJGJlRn7HwG2vaUWT7XwchGK/JJUlN+DGrweSvs62/jmPyWTSgbJrLzsSlWYmAJaHFivZyHhZXqf7xuc3Gg1EIhFTRlFacQgyynaxPbRASX6thTsvi4EkLx6lFRA38sNX5Jni9xm9gM0HTdKiqxUSWe1BjnkkErG6dvPHVorei2z54Y4dO4Ynn3zShHv6Ids60FZtLazr+210EGDGo0o8T/S+kkoj4JSdJNmUdvm/HmfuZXm229ZMqVTCxMQE5ufnEYlEsLW1ZarnEZTe2NgwyfUlpdNpU+Y3k8kgFos5yutS+Zd5Cxjazs8YdkXFSAMbeqz4TOnZxPHqNTzExjts98vCBpKHyblj+FQsFjPXymu03Kv3h5x3DbzxR86j256yyaZ+xoTWbyaUBeCQb4LBIHZ2djqUGSpgwJ5clMlkMDU1heeeew6jo6PIZDJGMSuVSvjkk0+wurqKlZUVNBoNnDx5EhcvXsSFCxc6ZCPKURr0lB75bIObXtErH7EZMuR7DiO5yT9uQFevYXc2vsTPgsEgstksAHSAgzbwhp6rkUjEACH9Kuu93tdN79OggzTqSr7Bz2zrST+f/FTyxH70z0eVpHzrlbbE6/5Go4Gtra0DHZM//uM/xtTUFC5fvozvfOc7Vr7XLRKI10jZD+j0VvY6Hw6CegZxOKhuhyE3pjyQ5ODbrK/yeTYF343K5TLeeOMNzM/Pm/dms1nDOK5fvw5gT7hNJpMdHhKStJLLgZ+fn0ehUMD6+ro5wN3igbUiKBmZnwXoZ4FLQMIP6NNsNo2C5+YCrAUpwJuRd+uL18LX4RpuQivJ5trpB+DjvbOzs4jFYh0ChGTGUhidmZnB2NgYlpeXMTY25nDvZCJFlrqXwNB3v/tdK5o7PDyMu3fvmlhWqdiNjY0hHo9jc3PTcY/um94z2kJvIy1E+h2zx5W0YOxFeixs+9M2VtVqFaurq5icnEQ0GjXxuzs7O2aObKUx6/U6zp49i2aziU8//RTAnkBDz5ydnR0D6OVyOayvr5sqWDrhWr1ex9jYmClLn81mjcUpkUig2Ww61hMrIbCKH4UsbVGiZV0qnMD9kEyuWWnBdBOq/YAp9ErzWpe9hCzYDkf57H7Xvu0wl14CWnijyy/XhQbb+TubzTqAYFs7ewVcpRXy3LlzeOaZZ7C9vY1Wq4W/+Iu/8P0cW6ivzB1Gkm3mepCguZcQxGsOi7Dq5ilFYEWDfPxOXmcjt70kvTolwKZDYBqNBi5fvmzOv4mJCUxMTCCVSmF7exvT09N46qmnEIvFEI/HzTyWSiV8+OGHWFtbQz6fd4QHk2KxmJG1stmsyf1GxbzZbGJwcNAAIDK/hFyr5C30VpPrz2Yc4/88j6nsyZBFLS+QpEVYXiOBI7ZJntX8Lb3ZvMAZDUJI0ntdAkH6enmN5nGyvfxcenvSc4rgjJRPgsEgpqamEAqFsL6+bhRsJrTWYzA/P49z585hYmICxWIRly9fxttvv234C41Sg4ODGB4exhNPPAEA+Nu//VvYiGebG4/nM2U7DpIOC9+xEYE3uT5toWW2+4DuZ6UEcYHOEH/pTVyv17G9vY1Go4GxsTE0m02MjIxgeXnZeAtKIl/w8s7JZrMmXC8QCODGjRu/FNmWfEdTL+e2W2jXYSHbPovH4wasCwaDHfpPNBo1ERJ+PZD9UDAYxEsvvYQTJ07g1q1beP3117G6umrWIfeN5LVa75J/S2zDywnC7XOpx8swPQA95Urs2xNHWxvZGJtQrhsugRJOknYxlR3yInrgVKtVLC0tYXh42JTHJIhTq9WQTqf76qM8KOmOB+zFlofDYayurpp7pCWd4yJd5TTtR4h1WzwkLQh4MbluwuRBHKJaaNLv6tWK7geUOHr0KE6cOIGPPvrI87poNIrx8XGkUimMjIyg3b5fQYqKVqVSMbH/u7u7HUCemzserZNyDPk3k0Xqe73Gya3/XmtJKtaHlXpZnzZLebfrAJjcVNPT0yYfj9zfXmtyc3PT5JHgs2W+FL1fW60WRkZGDI+RViwNWHEtjoyMYH5+Hj/72c8Mj/VSogFnCKhUmLgHbIIf+TUVdknked34k1vbbB4Jfta/fD/Xu+1ZPHNsZHumDYyw8TLdfvm3TiZ+4sQJR8lntsfruV7EsqNMQDsxMYGZmRncu3fPhOBduXLF9/Ns1lW9vjUwrIUQPkfSYQaRNcm1R48HW2iz1zp2e56+rhfevry8jIGBAYyOjqJer+PatWu4evUqUqkUkskk5ufnkc1mMTw8jK9//esYGBhArVbDz3/+c1y/fh0LCwtmL5DvVCoV3Lt3DwBMFZBWq+Xpoj44OGiEeALYcv3rdSYBUgmKAc78FNKzRcqU2kraarWM95QGUeVz9DO1N5AEXrQXlD5bJG+S8yaFeL3HZB8kaCz3m+RNzMfhpbCHQiHMz88buVmeLdrTIJVKYXR0FEeOHEE4HMba2hrK5TJarRZyuRymp6cxMTFh2rOxsYFyuYxLly7hzTfftL4fsBtz5Xfs48MqwnCYjFwEHPm3/L/bfb083+bhrp/FPc1CH1SSn3jiCSwtLVmNXt1oa2vLGFfHxsbw5S9/2fCce/fuoVKpIBgM4saNG+aeRCKBz3zmM6ZS6PLycgew+Ss6GLLtpXg8jmg0alJIEDBZWFhwXDcyMuIA5gEcGB/4oz/6I0xPTyOfz+Py5cuoVCoOowfXKduv17bNeUICOfI6DcwDzoT28n7gvvehDTzqRn2VGOdv3UgtTPj5368i6kWhUAhDQ0PY3NxEq7WXADSXy5nvGWYly63SMi1Jv7/VajnK3Mns58FgEEePHu0AcQKBvcRWMlmVG6OTlgYKJnIR2fpJixPJDTjjc6XFu1/yAuUOkvwIs/zMT3+eeeYZNBoN47XgRqOjozh//jwmJiZQKpXw7rvv4u7du6hUKlhdXe3oL4VXWqzc3DbD4TBKpZIjVIXz1Ww2kUqlAKBrstF+9oRWsggWHGYLlF/qxrNsCDqpVCohk8kgHA4b7yrJ3N0OG12KvNlsolKpGO8Z7lMqNsCe4DE8PAxgb/4ouLiFaS4uLuILX/gCxsbGTHJlG5EvkT+49Zd9kddroVC6y9rA/G4gswbs5QHJZIFeiY31+pbfawWKSpYNaHBro1+QzwZ024SBWCxmLJG0tEgF38/+ZFlezgGtVpVKxeSsuHHjBtbW1vDbv/3bKBaLDtCoG7Edch67hRraZIFuZ8RhA5fleMn5lOFA8jrtSSHPCJsQR97AuSB4pxX5bnT37l2srq4il8shGo1ibW3NKPLXrl1DMBhELpfDk08+icnJSYyMjODpp5/G1NQUjh8/juvXrxsDmabd3V1EIhEMDw9jY2PDVUmyWeFtFAjseZcwFEiGNjFHBcO9CDpzTLRnDb/j99qTR4IkGgThNTzL3c4Jm9Isn2fz2umH3Obbj8J+9uxZtFotbGxseJ4T6XQazz//PL7yla+Yog3Xr1/Hzs4O7t27ZxKJvvnmm1hZWena5kwmY2RqmUNE8xnyS3qpPgzq1Yj4qJPbOWIDNv2SDah38z6U4LU0DgUCAayvr6NWq5mqeTIxOqMdwuEwKpVK17VM/SubzaLVamFgYADZbBaDg4PY3d01OXgqlQrGx8cxOztrvIPq9bpJ5s5cZixzv7OzY6ojcd/7TfT9uJE0NvHsos4odUep++ozjPfI/2VOIhlyy6TWtnDxRCKBe/fuGZCHz+sFxAmHwzh+/Di+8pWvYHJy0pxhH374IV5++WW8/vrrnnyF/dRr2+aNzfFzA27cMBB97vcaKiypZxBHKoP6MGo0Go6NHg6HDboF2BE1LSTyIJbWyW7MplAo4Nd+7dewtbWFW7duoV6v46c//akBPWq1WofnxNDQEOr1OqrVKpLJpMknsLa25rhOHnI6TKHRaODzn/883nrrLQB7CHEikTAWDnmtjSSSLYV9KQBKYSGVSnXELUvBRZKcF+ley+d3G1MvZt/rYqPS4cYEu3mR9PI53/fEE09gc3MTP/nJT1yv4/rIZDIYHR3FU089hffeew+ffPIJQqEQVldXDaOROZc4/t0EjMnJSaM8aTCvXq/jyJEjaLVaVgXLSwmyfW6bI3ldq9VyhDseJtIVuuTY6XHRFkDbuvMa+7W1NRw5cgSpVArr6+vGqtAtwTvL+WYyGePRIy3P5FHSXf/mzZuIRqM4d+4cdnZ28Nprrxnekk6nrcrbyy+/jD/8wz/ED37wg47KNJJoEdvZ2fElzPEaW6I+wB7OJoEcDdbwc8nndXy4BLQkhcNhA/CQp0gQRx+m8j1ewoDNwm5TiuSBK/solUS+X5ZqnpycxGc+8xncvXsXpVLJkdjRy6rJPvMcyeVyRnhl6XAaKbLZLG7fvm3asLy8jPfff9/1ud3GQXppkYcRZJBzS+ODfIbN6+CwEnmAH0uaX7BOAwU6BxiFR3m9fkcqlUI8HscXv/hFU2nq9ddfx+7uriuw12rtlWOVZ+fs7CympqYQjUZx4sQJI6CXSiVsbW2Z/haLRZTLZZTLZQwPD+Oll17C6uoqLly4YKoQ9QI6tdt7YYk7OzueCXd/RU6S8gZ5WCQSwdmzZ7GwsOAIE3c777a3t/Hqq6/i1Vdf9f3e48ePG3k6FArh5s2bRoaWZ5usSCV5KdsuFUZ+56YA6XukUkWA28swAxzu8Cpd6cwNRJRKtc3TS57VJNuzNIBJg2WpVDJVhKSeNT4+bhKwp1IpxGIxE1JVrVbRarWQz+eN7qP1iNXVVYcxnUTjbD6fx8LCAr73ve9Zx4eegPRkjcViSKVS5n/KG4ODg6ZKUjgcdjyDgDA9o2VYmPbik5598n+uVYYZ8nN6KWpARSZOlpW5GIliAxb0mULdq1qtYm1tzYTvy7bps55nC0NXdXtk//xQJBLByZMnEQ6HcfHiRVM5mHJGs9lELpfDyZMncfz4cZw5cwYnTpxAIpFAPB43MlelUsHFixfx0Ucf4f3338e3v/3tjnclk0l84QtfMF5bN27c6NCz/ZAXwNMLcY6i0ajDgODlSampZxCHHZb/y79leIEtdEoLylqgkYNJZtzNCrixsYFAIIBnnnkGb7/9NlKplAEtEomENQv25uamWXDcJLu7uzh9+rTJW+FF29vbWFpawqlTp3DmzBkTc16pVDAyMoJisdgVaNDjIcdKo54U9LUwLMMg3EgnsKMVt5sroZfg3U1p1dd6veOgrR9Hjx7FyZMn8W//9m/W70OhkLHs0ZuC1moKpLZwlF6tQmR00iLINc98Aa1Wywineu0D3l5QvYxdL0zhcSOtJHr1U4fG2J6lvSLkOJfLZZPwk9droMKNmFOBiSJDoRDi8birJxYtnrScUqBhYmM+B7jvzVUqlVAul/HCCy+gUCg43FUl2ESvH4YU9EJyPOidqC0JNqudJJvXo/T2AdytyoFAwIRWUKCT4BB/63XQKyDs9n4vTx7pASCvi0QiePrpp7G7u4vFxUVz3tjAL0mcLwq29EwgRaNRpFIpc8YtLS0ZQS4YDGJxcdFREcQPac8CTW6WJu4DOY/8WwuU5EeHBdyRIEu3Pvndb3J89DzwbNFAjn5HtVpFJBLB0tKSyb31zW9+E+FwGDs7O9ja2sK1a9ewtrbmCfAvLi468uLMz89jcHAQuVwOwWAQ5XIZpVLJGEaAPbnszp07mJycxNzcHD799FOTc4VrmDn7GCYF7AHaNJLREv4rui876JLBNnADcOZpCgbv5wfUZZz12kqn04hEIp45JMfGxjA5OYnx8XGMj48b74YLFy64emmRmFNQk+ShGuQH7ieB1fxH7wHNi3UfpQx2GPOR2M5WyXv12agNjHKMbaF52ljiR66UsoqmlZWVDk+u4eFhPPvssxgeHkYkEsHRo0eNR94vfvEL5PN5LC8ve3owrK2tIZlMYmpqynjV20ga+b3WPHDfMzCbzZoqbzLPVjabxdzcnPE6A5zV69yI4BAAA4xXKhVsb2+byn/czzLXFeU4GnLIQynX0duI9zJKhAAM5YZms9lRsctNhjpoPWJ2dhYjIyO4c+cOZmZmjO6+srLi8DYOhUJoNpu4d+8eXnvtNayurmJpacmalJ+USCRw5swZnD59Gr/1W7+Fubk5tNtt/M3f/A2uXbvWYVTk38D+0p34JW0clTzugYE4todrq7dUWuUg2BRSLyu29E5xewawp8BsbW3hhRdeQKlUQqlUwsDAANLptKlLT8FAHh5ywGgd7yV3DuPAz54960icOzU1hXA4jI2NDVfFX8asulEkEkE6nTaMpVKpdDBDPxOtlY5EImE2tJuAJK2omqhE+TkAA4EAYrHYQwMQxsfHcebMmQ7Pq5mZGaysrBhEmwcCva/effddLCwseLpMttttJBIJw0TdaGBgADMzMx3XaM+ATCaDer1u3qnHyAY4dBtHL8ZzWK1NvTA8v0qj9uyQIE40GnVUKXEDcSYnJzE0NISPP/7Y8Tn3HA9NL2JIApUx5lfhPCcSCczOzqJarZr48v/+7//Gl770JXz+8593gDgEL8lXaXGq1+vGy9DPOEpPQ102W/6tDyPZVyqRkjTPcUugzzNDghndgDm3a/bLl/T9Mjm0NBycP38eu7u7+J//+R/XxPg24rO0izOpUqkgHo8b5TkQCCCXyyEcDqNWq/XshSP7pPcVvaPcQB7Or1Tk9bUMh3lYYRK/DNL8oBe+a+NlbkDO7u6uo6y17fpms4mNjQ28/fbbHe+an5/HzMwMvva1ryGdTiMQ2At1KBQKKJVKuHfvHjY2NrC1tWX24tjYGKLRKObn500o08mTJ42V/ObNm9jY2DCW9mvXrqFWq2F8fBw3btxALpcz4ahUMqhIUJkql8tG8clms47EyMCeXBSPx5FMJo0RhCEa7XbbhEb4MXD5IamkSU90XZBD8iUaBqVXCP8mYMUQDbZbzrHmmdLTRH4vlRAv5Wt8fByDg4MdOUhGR0cxNTWF4eFho4CmUikkEgnDQ/L5PCqVijGWAjC5ca5fv45XXnnF91jG43FjlNTU7RzvJm9q4AFwnilyLoD7wMJhBHIYBWEzRMh1bAur9kscUz8G3Xq9jvHxceTzeTz//PPI5XI4ceIEXn31VXz00UdWw/zrr7/eU3tstLCwgN3dXczOzrqCOL1Qu73nKeMVPvjTn/7U+jl5CH+4/mhYj8ViSCQSBuSsVCoGyCHQ8riSBBFlP44cOYJcLocPP/zQE0BrNpuu4yppcnISTz/9NJ599ln8v//3/5DL5RCLxVCv13Hx4kW88sor+Oijj/Cf//mfVvnT63/dlwcBaNHo38u51XdiY5LukBZgNFghG8j7pLKqBXk/Sle73cbCwoJjUprNJqLRqMlJEgqFTDgScwfwcGa7eQD3ohQyNjgejxvFZnt7G3Nzc0gkEl2tEjaiACyTBLJPeiP7mWxa3oG9g4sgTqlUsibqI8jgxTTcviNzopBDtNrNM+mgN8FTTz2FdruNn//85+azl156CbVazYHcs41MbrW6uop8Pu9IPmujbvlrBgYGcPLkSaN42zxEuOYSiYRxE7d5IXRb+92s5Jr6YRCHjThmFDzcQGk3z55qtYqBgQGkUimzhiRJBTaRSOCFF17AwsKC67rpptA3m00sLi5ie3vbWE8Y1lev101Y0bFjxzA+Po533nkH7777LrLZLE6ePOl4FpU+8ttmc69SRCgUQrVaRbvd7iosxGIxRKNRY8WR1k7beEmvC3md7R22sCUb8VkSxNFW2/2u8V5BQb2O9JgMDg76AnC0QEywnK7WwWAQW1tbyGQyhr+w2gPfGwgEHMlmD4rczkW3s11+1263DQjUa+n0x4FsfFV7JWnS4ylz3nDPeAmKTGZNRUp63MrP3GhhYQELCwsO4fjLX/4yhoeHMTs7i7NnzxrgkMp/Mpk0id0rlQrq9Tqmp6eRTqeRTqexsrKCmzdv4sMPP8RPf/pT5PN5U5p7ZmYGgUAAk5OTmJ6eNjICc6vcvXvXVLJhfgqZL0MSS2azTDrXFfvNcujkdzZvFRm+KUtdS6BUyrJuQAtw3+uF8gWT/3LdSxBIKnBupN8h8/X0IzONj49jZWXFkR7gq1/9Kp555hm89NJLxgtga2sLxWIRlUoFS0tL2N7exo0bN/Dpp5/2lBxdUjAYRDqdNueMzAUmx1buh17CMUhuYL0cSynvyvXC9z/OijJJnrc2eVCexVyfgP+8QBLI9wviVCoVTE1NYWBgACdOnEA6ncbnPvc5/O7v/q5Jrr26uoof//jH+PDDD63ATr909+5d3zm4NJ04ccKArtJ7haGp5XLZNV2GJq81LUMNH0eSIA1JgtdS/5R9nZubw3vvvddzgunz58+bpOpnzpzByMiISbQO7Mnp7733Ht544w0sLi7i7t27+Pjjjz29djTZjCnkvzbPYl7DvpLfUAaQ/M0GrpJ69ozvZaMEAoG2FjwikYgDXOBh5cZQ5YbnYRYMBo1wK93w+b3fPB7nz5/H5uamAU7m5+cNismYR1p7KGDxkK/X66jX68hms46Dd21tzZTlvHjxonGf04vu9OnTaDQaDtDmi1/8In72s5/5ajuFt0BgryIAQ2wGBwf7ZkAkfVAeOXIEAEwMpI4J9ANi2cC4UChkSi+zcs/Q0BACgQDy+fy++tCNmDtkZWXF4X0wMzODr371q9ja2nINr+qVpKIux2pwcNCEqlUqFYdgSIGSlsV8Po9/+Zd/QavVwre+9S1cvXrV4RnVC5AoiUK93DNyroR77GMdxxAIBMzg+Am5BGDcMSlMc4zkfJKi0ajVWyAej+Of/umf8M///M949dVXjasqBRudePxP//RPUSgU8Nd//df77nM6nTZ8IZFIGGDo3LlzGBkZMeVfv//97wPYy/t19uxZXLhwwVybzWbRbDZRq9UQi8UwNjaGWCyGK1euIBAIdLSfxDEeGhoCsOeRRCUS6Aw1tCk/8rDrJRxTEz0Uc7mcUSzcXPRl2w+apGLIcysajToUz7GxMTzxxBN4//33HTk9pHcBE/3xcxoY+MPQV5n4WoZhSqDAi2/0Og76ejlntvcQ1OTcyxxs0uJLBVZ46xwaXuRFB7UOpTWX895N6U0mk2i32zh16hQuXry47zZ4UTKZNEnZGZqey+UwNDSEW7duuSo9kUgEMzMzeO6550zeCa6ZVqtlAE1WIl1ZWUG73TZefTIsgIAKgWYb8CJJ5mCQpJVgDQbxtw6NlMQEzOzLQYWHSR6r28k1kUgkcOrUqY48OAdJY2NjxrNje3vbmmctHo+b87Fb//uVfbxI5oXROc2Ux/N77Xb7/IG+/CFSIBBoyxDn//3M0U9tbJBFVYD7YLL0JOTz9HpzO8MlUC/33pNPPokPP/zQfCeT12YyGZw/fx6nTp3CqVOn8KUvfQmjo6OmspHsC/MHrq+v45NPPsHt27dx48YN3Lx506RIeP/99x2Awfz8vPHaI33xi1803smt1l6y7/X1dc+E3w+CuoWf90pSdpBGAS/S4V5uBmUJJvvdp1rGjkajOHnyJK5cuYLBwUGcPn0aJ0+exEsvvYRsNmsqJNLzaW1tDaVSCdvb29ja2sLly5exurqK9fV1XL9+3VQss61H6qU0DEgKBoNIpVKIRqNmLVYqFeNZyr5TLuM64V7R3n+UcTmf2nBpGy8PQ48vXtSXJ44kNpjKERmInDCNsEtrE7/nNbZ8A37p5s2b+OIXv2iAlIWFBcRiMQPaMHSAoI4cODI5hi3QIwdAR0I9nbgYAD799FOcOHEC8/PzBkR46623MD09jbt373Ztu1SyBwcHTWZ2N0sUyc+Bx4UoDzFWtnBD6ruh8rZ50og+wz8edDLdcDiMp59+GolEoqNkXblcNpu9V5LWCo6JroLD8WEeClYtkh4NErHlTygUwr1790zSRj+WU01SqZLhFCx/LceHzKvXPfU4kpvVW1q3u3ltuB2mgcBeMmDGOMtqJ7xPHljf+c538OKLL5r7bYCRX3ILQR8jkEAAACAASURBVLl48SJmZmaMksN1sbm5iUajgbNnz+Ldd98FsGdpJa+jO384HMbQ0BBKpZKrMhiJRAwoSQt6N5L7Rq+7ZrPpAKV6JT2HgDsv9Frz+1EYdN8GBgYc/DqRSODYsWMmZEIShQbueZsAzXEmj/DqgxTUD4rfyvHVVl3tQULllO2W18pQExp8bHlcDjNp0IXUz/ojH5OFJNwAIj6f6/KDDz7A7Ows1tfXMTQ0hFQqZXgYvWKKxeK+lAkmNpbJS9fX1zEyMoKzZ8/i9u3bVotovV7HjRs3HKWB2QcmVM5ms0in08hms5icnDShrdKDWlad0kqM/M0zulqt4vr169je3jYJ572qhEqLLHA/uXg8Hjc5f2gcBGBCxRjmJc8N6aEp94wbWCT/lm3Q7Wy1WojH48aTQCqzTDLbK7GaGRUd5mn0ClNh/qOBgQHP/EYc0wcB4ADuCe29LOKPM+nwO1tuIOC+d4i8Xnv0EQDj9bY1p+eNZ5HkeQzbfuqpp7C8vIx8Pu+Yl7W1Nfzwhz/ED3/4Q0cbR0ZG8LnPfQ6zs7OYn5/HuXPnTFhmLpfD1772NYfRg2Gat27dwsWLF/HGG2/gnXfewQcffIATJ04Y4zwA/OxnP8Ov//qvm/3AsKZMJuPwkmdC5gflxX7Qz/UDlmry61HUD+m2TExMGJ4YDodNeOzS0hI++eQTFAoFLC4uGq/AlZUVEzXBBNluxAgW5gmizGGTobi26dFJY4BsZyqVwsjIiCMqhjKNDtmVZwdwXzba3d01UUH0qq7Vag5gSKcP6Kb7mz74ukqQ3qi0kMhNq5liKBQyA+OG6tnu4zv8UCAQMEjcsWPHjCBAC4CubkChWnqPEGkmQ2J4lVSKd3d3sb29jSNHjhjXU9K1a9dw4sQJ8z8Xz4kTJ0xG9n5dRLt9L5FAafG2PUcCRm7P7+Uw5ZxKpQPY80whav4g6dlnn0UikbAm8CyXy65hDFyvNmZHC4W0PmhwUhKTzdZqNZPhXe8V+TscDuOTTz4xCppkHH4BHYnes63SZZvzLEEcv7mMHhfyowwSsJU8qBuI4+ZxQK9BCj60FkvhRs7blStXMDw8jNHRUaytrZkqAs1m0xw0rGbQjTfIg4tKCxn9nTt3MDAwgMHBQaTTaRQKBbTbbSwuLmJyctKRfF1ahOnlNzY2ZqzWbvuB9/rhyTbeQZ4qPR33Q/T+Y/4Ltz3j5fWzH4VBnhXMNyQFhTNnzgDYOxfc2kWvORky64ekS7sXWHaQpMdKKl76GjeLk9t3jzt5gbM2BUiTdM8GnDxEe7Vp4xPXXrVa9axSyTYkEgksLS3hzp07APZ4SSaTQTabxfz8vOFppVLJyEXFYhGlUqlnY4j0GFxfXze5MN555x3EYjEcP34cY2NjphLNyspKh9GLAq+04PshhnFJBU/KqpyP3d1dFAqFDg8SG6+zzV+r1TKhXfTC1WXMJfHckO2x7Rv9tzSE+qG5uTlEIhGsrKw47mGlHSp6wWDQgFCUYwjw0zu40Whgc3PT97vZR1ZdkWFUJBpLaeir1+sOD75fUX8kvbnlGWtbh25yvlyP9KqXz5AAJo330rAtPdB5Lyu+PvXUU8ZgRDCXeUttbcnn83j55ZetfaVsNTc3hzNnzuDFF1/E2NgYGo0G1tbWcP36dSwvL5t237t3D8eOHXMAzD//+c9djSRnz57FsWPHMDIyYryBaFxnyoR8Po/19XVj3JP7RlZh65UehAcxjc2UPWTF5f0Q15r2DmQEggSRZ2dnEQqFcO3aNQB7c3Lv3j3813/9V8/vJACkPb9arZaZB9v4yxxrXpEu09PTmJ2dxalTp0zBJJ18mECoBnM4fzTSlctlg0XwfKUcLnO4VatVNJtNz8rKjnHoZYEFlNuwBDsIxHACqTDJ8CMOtBZm6MZky/kiS6v6pc985jMIBAJ47733HJ8z34k+rKVArA+QoaEhk49C0unTp1EsFo3SLlGzZ5991pQ7Jz355JP46KOPurY9GNzLcE5LRzKZ9GWtlsy4GwDDUASW7ZP5iPw+w097jhw5YtzfDpoGBgZw9OhRDA4OYnl5Gaurqx3rhAn6aBnslfwIcCQKP3INE1yRm54MtN1uI5lMmqoOMqTCDcSxAQr8IbOKRCJGoeBn0kuHimb7kIQwaNdhG6VSKWNx7YWk4MKxT6VS+LM/+zP86Ec/woULFxyeODJ3iQZSz5w5g8XFRbRae2V/ewkv1MDskSNHsLq6img0ikwmY5QxEtfA4OCgcQum1V0CnaOjowaEHxkZwc2bN1EulxGLxVyFj0QiYSyxHJdEImGAKLf2A/dBFx58g4ODffEGltAMBAKGN7MfbDddiXvlYX74nvR+oOedpvn5eWxtbRm+I3lTOBxGOp021iHpJae9VP3QgxD2CA5onkpLp/S2sRkNbORRleax50WcOykPAf5ze7h5ObldJ9cgf2h55BrmWaTdyAOBAGZmZowC0gvxLIvH4xgcHMTw8DCmp6cRCoVQq9XwySefYHl52XF2Ub7j3EciEZw4cQLXr1+3Kk+nTp3C6dOnjecHPVjy+bwpUMGweOY7ZI4KafF8mMlApfGEYARlYin483u3pO29ko1f5XI5PPnkk1hdXcWVK1fM+ksmk2a8pLf56uqq7/3LvtCCLY23AIzyShmf3jqPET324VQ+r3MAPOTh2lPQdt9BrNupqSnUajWHR55MZA7c10foNUde6iVr2IjJtKXX27lz57C1teXw3D979izi8Th2d3cRDAaRz+c7ZKv9EB0CqBOTX0tAudFoYHt72+wbgsNuQK+Urah/97PfpLeVfockG7BsM+4wX6Hm7/Pz87hz544nUEv+REMf1ybPs/3wEwI/Ug6lnKiNLe32Xt5S/hAsomyk75N5zsgDefYxF60EnSgDyoqNbF8wGMRf/dVfPfhwKiks8H9NHBAJ8OhJbzQaRvE4CIZ/9epVzM7OdnxeLpeRyWQ68vLwMJKCGNuey+UwMDDQIeywJKfN0rK4uIjjx49jd3fXJJe8c+eOa54NEsenUCiYw1KTtGRLcrPg6Oe3220Ui0UMDg4aZU0DQHyG23z5IYYdPQgXvUAggJMnTyIWi5n4VQmA6L74XVO6v1y3bgebVJ60pxmBGL0n+HmzuVc1hJZAmxCl363bwL2nXWHZZ46FZJiHzQrupz9+FVwtoEiFjJ9zznd2dszel3xDKrbSOr+6umpAnlwu11NYlV5/FJRZUUQLGjZr/ubmpjk8uB/K5TIikYhReIaGhjAwMOBqEeO7pfAn16Buq40n2Sx5vfJ8Kg21Wq0DxLSF6u4HyJH7l39TQKHVRNP8/Lwp5SuTL8vnENwl6Ad0jpF8p60PUuggHQSgw/bZPKVsAqQm6aIsySufzuNO3Pva04N7nn3WFdWk96x8lluoIN/Dv+XeoVcFZRr+ppBIayiff/r0aUxMTHStysj3UwEZGBgwlRUXFhZw5coVE0JkA4U0n2PllSeeeMLktpF05cqVjiS6fGc0GjVA8sjICGKxmPE+ZDizDO+jNZZ5+iSwI9fgnTt3sLm52ZO3iaRwOIyxsTEkEomOc4DnBJ+7ublpjH96jPnbtibkdVLBlcTcEgDwxhtvmM9jsZjJR1WtVh1GrVQqBeB+GA15E5UJ6bEhFRz+TzDNTY75FT161M3wpUmCw17X8NndaGVlxZQPJ7hLoDYajRrZWYPhvbQ7GAwimUyaSng8l+r1Ou7du4eJiQmcOHHCeIR8/PHHOH/+vAmpGhwcRCQSwebmpjF202OiH6K3WS+kPVtsv+W1/Z6r/Ri8NBGkokwpnQ9isRhmZ2etkQ8Eh+mR3E8omFt7CGqRL1GedzEmOX4CgYCR80ulkgNQIkl5Vn+veSfnkmH0srKkvJbj4Zf6BnHI7KWwzAGTi4GCjLxP/i03qW54v6hiqVTC3bt3TcUoKdhSkJHWAxkTKhVnfs82z83NGe8aIsg2RX1zcxO3bt3C9PS0AXHa7XZfZVWpqNgE+/2QVEDZPil8kPrZ2PQCoIfJfkmX+GTy0EKhYEJbbCQTG/ohzQS7HUryuTIUz+3Z2t2Qnjo2hiUTgMokWjYgR76T8cC2dhAwOkwk+YObJUIDD5J0slbACeJJpUm+g8xdXs9n2MBDaXEql8tG2KdluRdivqxqtYrR0dEOb0Xu61qt5viu2WwikUigWCya8uIEde/du4fR0VFks1ksLy+7vpvP0kCODIeVB5leh3ov9gvcM7aYlnqClXq+bFYiL5Bb/i0ND1IJ8woPPXbsGMLhsDknGD4nicoP+yAPeT/8lm1ju/z0rRdi+2xGBFka2ia4AE7PVkka7DtsJA1DwP25iUajRgGR60pWlOKYS1BHjpEGSW2GBZkjhyQNCtKIxJCl0dFRzP9vAYhCoeDwCJX7koIvQ4e41yKRCKampozllHkOuikrCwsLGB8fx8zMDEKhkDFc6Twxcmy16z+Vr24kQUn+ln8DMIUI+qWdnR1rOLcmWTlL52WUpAETLwoGg8hkMpiZmcGzzz6LtbW1jpLyNNbZKiqWSiXE43HTLunlBdznfdLLhqD5Y+Zl8yvqk/ycTzoRuRc1m01sbW1Zq7S56UkS3PRrvCOQwDw3wN66Xl1dRa1Ww8zMjCNHFHMHklKpFI4dO4bp6WkcP37cyGvkhfQMKZVK2NnZMQmXy+UyarWayaPTj+wtk+3KMdBjwj4BcITl2JK18+yRefiA3s5jGQpKbyKGL7lFPTz55JMolUpYXFzs+C4UCiEejyOTyey7DDyBJOnxSN1MV1UjefWdgIsNzJbrUI4xQXB6+1A2lREa0jOV8hRlLil3+qG+w6mYz4GbRFoW+b8U6iUQwXdq5YMbdD9WVEmpVMpYIKrVqushLZmD3jCpVAqFQgHNZhOnT5821Ra8SLZ7ZmYGwJ7nTjqdNuEz/ZK0+tsYpc2KLP/n30NDQ4jH4ya5mEQqyXQYJ+0V8qDfFwjshVFNTk7irbfest6jhQRJUnCRcyIFBpZYllZwHT7xsK29UuHR/aOyQxc6rsnbt2+bUsG7u7sO7wzJNLhHtPeGBBndsrID6Ljnf8f4sQ9hADorb0mhl2O+u7vr6sEm73cD7fS++da3voVvf/vbuH79OqLRqDnINXOXgId+byKRwNTUFG7evIlcLodGo+G7/GEymTRhT6z2IK3L8kBnu708fwYGBjAyMoLjx48jGAzigw8+MHG52vLP/gBOAIEJUqVg041SqRR2d3d7ArcTiYRJkhkIBDA6Oor19XWjVLjte4IPbLd0YT4IGh4exvDwMG7evGntuzyY+b12ybXxblsIsuZxNit9ryTPa5kLTD8rFos5DBJ0FZZKOytBuI0D+0M6LLzI43srICMtqhIA4piSnxHsk9/Lfa75jjw7qIB77cdgcK+YQi6XM2HcGxsbB+pVIftMJULSsWPHMDY2hqGhIQwPDyOdThvwi+DS1taWCaNiKBj/78dAdlDUzfuNCs/Q0JDxZiqVSh1ADRUNKjX0borFYshmsyZnTSaTMWd7sVjE1tYWVldXcf369Q6vpl7CSmVp3H7mfj8VB0n7kdu6ycY+6bEOpwoGg216owGdnmCPmqdUPB43aQ9arZYnEMr9wagN6qBHjhwxuZVSqRR2dnZQqVTwi1/8wshABKFt63NyctJ4R1+6dGnfMkEsFjO5uJh0PRKJmM+ATn4o/y8UCmi1WgZY1gYT4D6oVq/XzTUkhmrRwEXw9WEDrufPn0csFsPm5mZHKhHbPu9mYJMGCZmiQlaeY1gt7+G1PEfdSAL7vFbmdZIAJc9rabCV8qXNcYDgEnA/V642GmqAqF6vP7hwKlp19GfarVuCONLaKElbTSnAHETMMLNYB4NBxONxRwJJ2W4pVGu0dHNzE4FAoGsolCb2686dO8jlchgbG3OUO2c4QK/EMdHjTZLKiRT2tYcRFVuNmsv7um18LnyZSI2bRn6m51Gil3pNyGvl3zI5rR437c3SC1rfD7n1SYKU7JOMdeQBBMDhQipBH7lPuoF00pPKRrY18qgd4vshVp6TpJWlbm6JtrWn51f+3Wq1HJXdyNjJuLXV3c2SSmsz457ZTnoPepHMs1IqlTrAJxvv9NrHzWYT6+vrBrSVQr/2HpNjIpVPCdTrd7spOW4hHPp6DbTxfx6cur02IZ7zxDXB8fYj2GhwUNP4+LgRVtyeJ9eWrNLE57vtY83LdT/lebAf5WVwcNCAiPJd3fio2zslsKrn8mGC679McgOFbeOl8/JJowoAh1WP691t7KVAKs8kXq9BnVarhc3NTVSrVZPAk7x1v+cFBVe+221/yKpUzz77LI4dO4Zjx47hC1/4ggmvkEl26bHDzxgC2m63TcLRSqViZC4JLsuwDAmskqfEYjHE43HjWSRBerafYAyt/fV63cjFBG2kIj0wMIBqtWqqq0xNTZmwDSbZZOUnAMaKTBlsZ2cHpVIJGxsbKBQKKJVKKBQKjgStmvwUR5DUr5In+XC/RJAqEokgn8/3lcNQzs//VdKytdZnpFeBBOqlsXC/1MtZROM68+EcP34cOzs71lw0fCZlJ/Zja2vL7NvnnnvOeJTRSUDm/bTR0tISSqUSxsbG8JWvfAXFYhHLy8t958MhsPzLIvKNfvbQfmh0dBTj4+MYHx83yfOvXr1qkuFLAwTQWZCBsp2W0QA4QBup37Xb973ZNa8j8CLPU76DZ4qsps3k+pqazSZisZgBAWWbbYYUbagikEr5UxoR5f7TWIhf6jucSiqq0kXLRm5K+u7urqkMJa2k0sVOC5FuyRHdiCAOEbt6ve5Q/vheuk25xcrt7OxgZWXFVy4LPQHr6+uoVCoYGxszwsV+GKaXcmoTvDVQ0mq1TCZ1Heom7+tmUbcJp4HAXqgJXZ+9QBxbm/UBoFFRTVqRpODazTq2H7JtMKlMMUyl3W4b10MScySQsbHN/JuHq+0QtHkQaLBOtoPvIz1s76SHTV7Kkts6tnkc2MaI13AtLi0toVarYXx8HDs7OyZ0kIKkBkZtYy/XgM07TYYK8TrZvmaziWvXrqHZbJp1psEB+U7bmpBjtb6+7khcK0M7bGMh+6jDRfgZr+ePTaHXbZTXSeuIVER5T7Vaddxve48mCWr7IZv3Fi2BoVDI8DsqcjYgSx7Usp3y8JftdgMX+T/BeHnNfvhdMpk0II58ju1M0G3Te0h7REpiPw+TsqXHqB8+yzXAcZG/pbVRWtMDgb1E+clk0ux9JsWUVkSCCnK/kU9IeadWqxnFJZlMOgBHv0RPLQlu90qXLl3CpUuXTDtYTnh4eNhYuaPRKLLZrLE4ZzIZ8x3LwdKTRQvbEsiRZy49tlkeXYYPcU3XajUTMlAul8340kMmnU6bflCJZoja9vY2Njc3sbq6ikQiYeQCzinD0KT8tB96UHssGAwaYxRl416I1bFSqZQZs2QyiVqthtXV1YeufB420uHhmmzyjttakdXT/O5l/axuPITPXltbM+kjRkdHDS+TbSXvo+GLoA6veeWVV6xt0CTDlFqtFsrlsknBMTU1hePHjyMWi5k9u7S05CsK47BSIpFAMpk0/JglwcmTOcfVahXFYhHr6+tYWVlBIBDAyMiIAfMBdOQXkrIC51Uatsh/yScJuNjWI58h1y2fTx2fQL8fPhMMBk0RDX1GS1BK5mTk2tLeb9Ipgs/Tshyf2Yss1zeIIxUVDpgkbammAqEF/GAwaCzb/EzHYpM+97nPYX5+Ht/97nd7amurdT8BpVZKJBKmBS+JWAN7oRSZTAaZTAaXLl3q6fCqVqsmTwIFBwJCEpThIpHjI8eBiqQbiMNnaTBKgyAsqynJJnh65bRhWyQ1m00Tb9/LgpQKgI204iVBHk37dRula6bsnzzoBgYGjPuntnBKbxoyH/k/S5mSWKFKu3pKcFG2wc3CrRPwUpnUYMJhIr32ZP8IRniBf3KsbHuGJNfd7u4uisWiI2lbOBxGKpVCOBxGIpFwVKySFkrpIcOSrQAcJWBtPEiGSmnid6dOncLIyAhu3bqFjY0N4xHE0q5y39iADgoymsgbu+0nKjQaXJAkLQ+yf9xHtkpj7D/Xc7VaNYAVk+fp90nQmu3hOpAHsQSNJX+RBgUJDMvPZd4PeaZokEOTtDaxrxrI4nUamNHXHISSFgwGcfToUc/vJbBsayvHmHPJsbbF5LdaLYdV7TB4BrbbbQOkADBKBcdFrg+5htzAeLkmuQZtAmuz2UQ0GsXExASOHTuGr3/9645cWzdu3MD6+jrW19dx48YNlEolVCoVFAqFrl62DNdst9uIxWIAYIAgtpFznsvlMD4+jlOnTuHZZ59FuVzGwsIClpaWcO3aNVSrVWxsbCCfz/d8BvVbWfIwUyBwv4KJBOa4tyRwx7VHYI98az+yAM80JjEdGxszCafHx8dNeEw8HjdAGz2p+P58Po+trS1sbm4in8/jnXfe+aXl6ztsxq1uXrdu38uUALym25z44eN+vV0l0MwKwgQH9Py4yWp+z0RWaSMgyX2zsrJiKnq2223jLZdIJPAbv/EbSCQSiEQiSKVSxpAjK06FQiGkUikkk0kDNrsZZphwnWcB7+eZSRlSeh/KsaBst7Oz48jRI50i2Eb2WXoIcXylLsp30AuTHj18D72k+P9B5Dzl2AQCAQPicYz4nfTOoccjI0q0jCQrfvZLkUgEmUzG6IAE4vl+KV+SH3Pe5B6TshHlI86tdILRMmcv1DOIIzP/y8HVm4fWI50ATTfQZgF3Y6hTU1M4c+ZMr03ueJ90meLguTEF6ZJKZY3JRPtdKFpRkQqCDfTQgjPvdwNI/FoFH/TB1Q+YolF7iabaGLSXF4Vb+WkJmkkAzw04k9Zz/Vtb3bkn+Hm1WnUI7HrMY7GYye+hPTi8SM89mYX2YDpsAookgpm2MZOWVr0mbMCO1xhxbMn39EEolTVp5QXue1pJazCwx0v4PGBvPpkrSbbZ1i5bn5PJpKk4x/ey/1qB1EKXBJVlm+T3NtKAvPzttic1WCJBT36m75VgBxVat72p3V3ZHslX5NjKa2wghXy3Juk15Aa2yLmU3k36Ov1/Nz5wEHuaSlg6nXZ1HZcGGL7Xth5swF2j0XBY4OQz5O/DQAQxAed5LUFTfqfPF01cr7bE6ZICgb2yuVevXsWdO3dQrVYxPT2N8fFxjIyM4JlnnjH548rlMorFIkqlEhYWFrC9vW2SGa+urppE7fQSZq4FwJlolOuZezgUCmFjYwMLCwv44IMP8NprrxmjnAQ5R0dHcezYMbNnpEJChY1rXheLoODL0CZeK8OpHoeE/bLqE63CVCCpHEhFRSt90lhEfqXDrqQ8Sy/Fbh7VPKOo8LEd/Jufj42NIZVKGXCGSiqrhhHEJFCzu/v/27u23biO7Lq6yb6T3U2KsiXLsmzZ8kxmJoEDDAI4SIAEeQgSIPmDPOY/8gf5hzwlQJCHvGQMZAZ5yENmMAMbcWwYli3ZkkWKuvDWV7LJ7jxwVnGd3btOnyYpS+ScBQhid59LnTpVu/Ze+1KjMO4GgwHW19exs7ODTqeDJ0+epNap/D5xmeTQWaA6g5fxYAvWW532LLrmeDxONb6LxWJid815txn3QPmaltmRtU6hggQqt5NmSQXdmVAjNoATEoPzjVAyx+oZnPOU16q/qJxUooiy9mVCCS/qT0pUvey21Wo1AMngD5LW6tRTuapBKuqstFlFJHx4Do+zQSzzRMDOTeJo6KlnIBC6IKsxaSc6vdOel5b302tfv3593iafGhz0RL/fD+lQpx1saX3mfZc24TyBeRomL2ZUWCPtRYETg2NLQ+lixqB6OG1EgV7XGmlqTOsCxL9tlJb+U0+p3leFJyOclBRKA0kFVfazkG72GDVmKRQmk8m5FBt8lZFmCGWdB7PIRiVxSDwQT58+DQuyGjhAMlLIjkttuy4A9P5QQVfCkd4jz/OlqRE0FmyxX42osM+nBIqOQfX2WpJT5yDnrUdU2nkWk4GWwGFfWVJEyVPrzUgzeL25EIv6tO33kGVeeee+LKNB5SpwIscWFxej9Yl0HChBZuER2sD02sGxchkNp9h4mNUn3vFZ+odzmkbzz3/+87DrXKvVwp07d3D16lVcuXIFt27dQqPRQLvdxg9+8IPE/GMBzW63i83NTfR6PQwGAzx58iToPIze4b+9vb1Qi4DGV7fbTa3RsrS0FOrDcSxqnTiOIZIYCwsLiWKgTPFSYpz9QHLERv9qlDiNBSrgwPQ2sDSA9L0pIcd1VcluPYfQtHBdB+z11RDTaLcYmc1+suNAj2H/UqfiHKeByCgB1v5ZWVkJBVhrtVowslijhiSORghoSsTOzk6IKnj+/HnYpabf72NrayuMD5Jul3Huv0rgfNHxYPVYfs9xpnMC8GWUyn6PuFF95rx1zvHYjxS2uH79Ol5//XW8++67uHPnDnq9Hr777jvs7Ozg4cOHIQrsvCJIPFBGDgaDM21ic1lBWfEqgISl6kZK6qljUklMG5Sin9U+0Lmh9+Bc5FrF3R0XFhawv7/vBsbEMDeJo8aReow8EkYfmsepka5h7kAybcEaROPxcfE9ZS6/78Vgb28vGFGnRVYFLeu1LLwonhjSDJ8YseMZVTwu6zlpnkj7/mPX5Hc67ux9YqSMfq8GpSqPloTRdh0dHaHX62UmamKgJ5wLqEdM2eem8monuNdefTaee1kIHVVG0mCFoRcxkEaw2PECIBFdoJ5EVZY1hNKSc3otSyhakkKvbb2zit3d3SBjqShT0bbEpV5TI4ls+3SR0c96jKbOKNFlx50ltPRa8xDVdp2JnWvHhjWkzoOYfhlrUBbovLdKvILvnvUoYqBsApIEnpU3WQirWOTcRcdpx4KuPfpdzKllYd8Bi/o+ffoUX3/9ddgGlnVlms0mbt68Gf5mZHG5XEa73cZrr70WjH3N7WfIPr2+NM4HgwE2SqemTwAAIABJREFUNjbw+PFj3L17F9988014Ht1hiumtfDaVE1TolURReRjTA1Smsa0a9agEkRIjOlaVTLJy2Ysw1GvFHC92LihpY0kaTbHVdYOEFN8F606w/g7fT7VaDe+4VCpheXnZjfhhShPvYckk/qOn/ujoCP1+H51OJ5BMLKjMbZT39/dDtA0NM+5qaCNSTwNPb7yMsuO8YTcVsToPxy3HE9+VXSMt1JAlcaq6A+epRm9aPeFFY2NjAxsbG/jkk0/QbrcxmUymykbk+N2E6uLWkWhlO8e27u6nxfOtHs154M0Fe13qU6pXaRqdp6ulYW4SRxdVLsjsgHK5HAQ4Iwxs2o/1eOg247rY20geAPjss8/CQvQyjNH9/f0gJDxj8KJh1gKrg1E/x64Tu56nyKsRpmNCx0kawWQXcxuGbEkdvScQX1QYfvh94MaNG2i32wmjGZguRqzQ37RQrXoeqYRdZhInNtaopMY8fl7orB0nGsXCcaSKkZciQtAL443RmGGtaQfqFeaY1e95TVbLZxsfPHiAZ8+eAUCiICfvoQsGx4BGD3nzzftbiR49ngaJRut453jXUujzxxYyu4B63ys47u1cOCuZY9vhvfOssMSL9/xeP1qS2l7Tuw//p1KxurqaOMZLaSXYjza0XtMCdTyp4mKv9aqSYKeFPjvgr5eVSsVNhbbRH1ng9Z9954zS0RpeWaH1VXQXJRIJJA7q9ToWFhbw/vvv44c//GFIHajX61hdXU2EofO6tr6OkrqWKNZn87ycnv5AUAG3RAzPt2QRoREKHqHuQeWavnv7v0ZzeoS03pekfK/XCylq3A2r3++HAswkVFgMdp7NP7RGlRohL9tbroZNTFZT7/P0ucsmX+aFHVdKrGRJXVGjlPJJx6jVJUkUApi5s52ON2tYa7u9+ZcVOzs7c5+T48WgVqslAiA4n1nLJ8s7jo2TmM5qYe1L77qMqteaqMzGsbaXrhsqs4GkU1NTrtRxoTqy3aBjHpwqnQo4WYhiixsNIZt+YI/zru91NAA8e/YMh4eHoTOAlxeafhplPcuicpqFZ55z9Ni083QxnzUx5m2X9TJyQdBJkkY22GtyAulzKcvKyVav18N9NSdf2/N9enpUKWbUhNafmAUv5M4KQ85D/nbZkWZIx8bjZHKSdubNjSz1Kfibjj0717QdPN4by0Cyfo0lTjzGn17XyWQStrelAkyjcTQaTRnk2ibN9fUMEp1TNjVHnyWNPLDP6fUfgISHUK9h1xtVAvl8aSSPfT8Kr6aJdx6ABCGmxuUseRlDbCxYckd/i7WNz+a12ZJuhUIhkauf1j5e10ZS2Xd/GnLposMz2gk+L7c8pRHlnWthU330ON1CNXZ+FiI0BsoOEgYvG4xGIbGk0SWUX4VCIXzvpX0y1US/4/V0zmhUjBqTwMkaOxwOA8lydHSEbrcbCJR+vx/kl9204FVDlrapc+ysETZZkYVEikUGArPHuCXyLyvpo/Ijy7tOO97qlsDJfKCxm8XBHSNd7RzUFEld7y2Zq+sP53O73U6kAQLHRFOtVsOVK1fCb8PhMBTq7fV6If2P31EnGg6H4fuLPk6sDGWaJVMnNdqv0WiEXQCZcsm6PyT31YFOmcwaRvobcFLjTGUm+/zx48dhR7DHjx+HPmcq5rw2jOp6+rdGyrP9HFNcm8k1sM4knZQxMkihOjT1cn6veth51C09NYkDTAtJDRMCkoaI5iArg+VFVHArcF5D0340pIl4lYVvtVrF/v5+4plj0CiALPCU+7RjrRL/oo36WLuyhorPey9rZFpm1JvIk8kEtVoN1Wo1eLrUkH2R3qh6vZ7YDjb2XICvpHgCxBI7nrf3MsOOa8uex/payRNGEmqEjMXa2lqIfNF3M8uIjxm3MQLEKjUknNSrpgSMNfJIDmpkUeye9GjqMTbaxvubxyks8cO2Z1UiVZFUsK9VodOaQry3R9ZY0gfwo95i9/b6zn6eRYzPK3OtguoRJzYVx/tb22jHyCyPqffcnCN2vfKcNgqN1npV1+zzhBKusbRz73jdTS2Gw8NDLC8vh9ok1I1mwZJ7F+U9vApFcH9XYeW2OhFeJux6bmXsLHkJZE/NvgggKa/rtpay8MB3afsqRkbzHP3e6gIsqM5zYsV5LazeoJG9eowa4iywXa1Wsbq6inq9juXlZdy6dQvtdhutVgvNZhPXr18PW9pzc5qjoyN0Op1Q2F31QHWY8Rn4j7JW0yKtDqgEL/VKYDo6kI4RXps2CK+lhYmVDOHGHpPJJJF+SVKGzjySELyeEmH6N0ktPR/AVCqm9g+fbzQaBVKbY20wGIRIFuoIHJ+M7rxy5UooK7G4uBhIm8FggJ2dnVCD9tGjR9ja2sL29ja2t7fx5MmTcKz2o0YVaoQneQV+VnJQn4lkHdvCd0dCS1MP1clIooYOGqvr6hzhOTHH8LyydW4SZzgchgZxAChzRSaPrKwaIRy4SiZoeLZuqUaMRiNUKpVwvfv37ycUx5hCNA/BEcOf/dmf4b/+678yHdtqtcJ2bAoNJ5+lwPNYYDoiyXuOeV52TDDHyIF5F7V5SZlZx1qPLgUdoUYrx5f+bg1azcG357GSvBYXLJfLaDQa6HQ6mEwmaDab2NnZCUa07nB2WqysrODx48cJNlbTDrRP1ethn0nBZ+TfBwcHU1Emlxnaf/Z5YznflGOaApqG4XCI999/P5A4lUolsUOKd++0z3YB5nfNZhOLi4v47rvvMBwO8fd///fY2NjAL3/5y1BcnXKY771QKIQitfSmpM1l9UbqdazBz8VP07LsGNVni5Gqs8C5aaM8CSVfLcHv9TOvqW2zMsCSWdYJEWvnPHKSigrripwGMRIsRlipIjMej1EqlUKkAI8rlUp4+PBh4nqa7mOfTYlQjj9779i8u0zpnAoqproJgtY6s4am9o9Gf2UxchTj8fhU9R5e1jpARfhV2IXkokCNJytvrVfYygebnqZGGI+fTCaJcZsVL9oBWK1WQ2TlvHMi7bMt1wAkyfGLHq3M96nrtc41EheEroVWNmsUBfuFziCv/0ioVKtVNBqNsDbYGlu2QKwlQxilQZKCO6AtLS1heXkZH3zwAW7duoWFhQV89dVXeOONN/D222/jz//8z1EoHEfWdDodfP3118Ho393dxT//8z/j22+/xf379/HkyZPQ/nK5HFJDWUeLz8520DZTAgI4KSKt9cMo00mEULe0JJjaxJPJJDhFlADTKBa+W9X7lGCi7Uy9n1FDXqqO9jFwYitooXVL1HwfWFhYQL1eR71ex5UrV1Cr1VCr1XD16lVcvXoV77//PlZWVnDjxo1AqmxsbGB3dxebm5u4e/duKLTe6/WiTlEt9K7bxbOg+3g8xubmJj7//HM3NZXEFt+d6pIxW1gLjls5rVHw88qguUkchSVo+J0q+coc8rNVYjkBNFyJx3NiE5ubmwmPjIbC8lidHMDplJZarYY/+ZM/yUzi3Lp1C71eD19//XX4jgTXPC/FS32JtX9eosVrR6xt87TZTpQsx8faHfMke/eIGXne95PJxK1uXygch18DySgMFbJcaBqNRph885I4WvuJYJRW2rMovGgHD5yDPJ5h9xddQbGIEQOqwACzjUeNDiQsAajXOTw8xJUrVwAghKTq9dPmpP7GsceF5Nq1a9je3ka320144ynvPvjgAywtLeF//ud/EgazLQ5P9Pv9sG251z9svy5E2h9KVFBhUBLHI1HsfeYld9XL5PWdfZZYAU1PNvK7WDTEPOTKvGsKQ8OpIJ0n1JO6sLAQlPhKpYJisRhkFYkGvjeuzbFtVLMQb946pUo/QbLcktSXQSbxuSlndYzpPPVIUnr5lPC089lzevEzSZFXFUtLS2g2m6Hu0nh8XCSZtVusMah9BiQdVeqIsMSwNcStMs3j9R7qGNGaRFbvsHqu5xDT72j86OfTwqaZzwPe13p+08CdWrjWMYr8+wbHRqVSSegz+t75Pq381/duHZ2xdeWyObhihP88a49GHaQ5oXSO9Xo9VCoVXL9+HdVqNexgx6LYdGJon3t61+LiIlZWVnD9+nXcvn0bf/VXf4Xr16+j1Wrh2rVrqFaruH//Pnq9Hj755BN8/vnn+N///V989dVX2N3dRafTwcbGRthd7/DwEM+fP3efc94aUpcN1gljQZloZbO1+a3zT8k6K+fVNrd6YrfbRafTwebm5lRbGGV18+ZNXLlyBVevXsXt27cD4TOZTPDo0aMwDmnLkUSkzrO0tBSehbLu6Oi4mPv6+jp6vR52d3ejsnde4tvq6ZYnselX8xDXc5E4uojxpen3QDKdQxVL3Urcu64qMXZy6zmPHj1KnHt4eIhKpYJWqxV2TqABRCZOiwxlVXgqlQo+/PDDzH3z+uuvo9PpYH19PSjNWRcHz6CwxJh3nRelAJ9mQTvtImifLebdnvWZ53pj0h6j55PdZn4mcFIYlsq1erNVyVNywHpyeA7HGz1LFhR2KizUsI55t2PQ5yJoCFwGg0mhUW4WHnHh9SE9nZZs9ZQUNaRI4iwtLaFarQY5l7bFrgUXk36/j7feegs//vGP8bOf/SwUPVOPDwD83u/9XhD4DCW1z0S2X5/PkjDaZ2p8qIFN43JWupFdgGPjzLuO9qn+ZqNxZhFBZ5VX3hzLQj4pETHreBqK87RVU3HTwLHLkGiVSbVaLcggTZ3i8UdHR+42qDHPND975B370XtOGwUwL7n3qoPEmfdMmhMP+GnonNcaNaEGq/Y7w9zV6/syiBzKzqWlpfAc3J2IY2M0GmFrayuQNupgUxkEvDxiz85/a8xcpnE6C2rM0tDg2sb14DyikGOwDlg1lrT+EZBMrY3pejZFyBqT/O2ygHaZruVefbl5ME//TCYTHBwcoNVq4fr162H3u0qlErb7vnv3LjqdDnq9XiiAzEiQ4XCIhYUFNJtNXL16FT/60Y/w3nvv4Y/+6I8wHo/R6XTwb//2b1hfX8fdu3fx5Zdf4tNPP51JwqSl+NrjYlFGSiJap5bq6pbEtSSJtSViNs8s8LyY/ahtt/fwxn6MwFYiJkb0eM4Jfsc+4/W53tk+0blt+5Hjud/vo9/vJwieGzduYGVlBVevXsXNmzdx584dACdcBGvbkKjhmBsOh2Enx36/j16vF8al7SeVOUB6aYosthZlUeydx/rZw9yROBpCxIWYwlWLGYcbSKVnJX4UfNlqXMQ8TF988cXUd71eLxSHpRKr7RiPx2HHhFnKDtvwxhtv4A//8A9n9ocuOt1u99wWuDSl7zR4UQuWnej6fexeSvSlKW52Qit0PKmSGxOIHlnE61C46Pij8sljB4MBqtVqCC9kDm6n08F4PEaz2cR4PA4G0erqKsbjMZ4/f45GoxHS7XR82LxKfTYlg/gd+479YRcbnmcXrHmjwS4SvLxTfc9ZPNWUFVpUmuMLSO7IABzLm2vXrgEA3n//fQyHQ+zu7uLKlSvodDqZazfY8b2zs4NerxdSpXZ2dtBqtcIx+/v7aDabiTxgu2BYtp8GNWv8MGSYocp6rF4zFhVp55suyOwj9dp47dSxnIWc9Z7T68vTkDDqlLDG5KzzY6SfBxJzael+3jlMy0nzoOo6pzunWQ+qvQblhe1XW79IZaV9h4o0A9wr2H6ZjCcgqQTrs82qeWbnGMk2JXaUCFLDViPqzpvIqVarqNfrKBaL6Ha7U2H11P80kks9npVKJRQNzSITZxkZ/N4zXLzUchoxSsJbWZVG3Oi99JrW4RjTf7z26zN4OE8ii7q6dz2bNmL7jhEYSsadpSaRptGkGTAqiz2yU+ERMrwG/7dzwhYZtedfdJmkawDXfkaXq1OR9hrXFu1vb62eB51OB//93/8dCt9Wq1X88Ic/xLvvvosf//jH+Lu/+zusrKxgeXkZ7XY7lDPg5gwHBwd48uQJHj16hF/96lf49NNP8fbbb0/dh3JRCRy+Xzu+dKwwusvOY/YX5QblL/+RyPTW47Q5rePR++20Yy7Lde28f9Hj3Dr6VE/UYzjPtU7QvCiXyyiVSqFGzmeffZb43gZuzCpIzTGhJQZ0fdAIGcpOmxpIMpLQSFo7Ju36xb6bdx2fi8TxFk3796zFx2ugrRJvoS97e3vbPYbVq3k9hQqH2GRjZ9frdVy9ehVvvfWWSxgp+6+L4+bmZjQsfRbmXehfFrw2nbWNVknSa6YJHM/wSiNu7NhVBezo6ChRJ0LBsWOVmFKpFJTU/f39qd0stP3KKNv2ZanBokhjw/lsVmnz+vgywutfu6hYpPW9R64Bx7Km3W4DOIluKJVKYTvd4XA4lT6nW7/rvWkcdTod3L9/fyoqQmtePHjwACsrK7h9+zY+/fTTmQoAlTRLpCh5w7HBNFT2lT6v/q1eJC8Kir/rNTyyJoYs5GtsLp8XZrUh9l0MPHbeXS2Ojo4ShWu9c7VenIXtF88bGTMYbb63xbz97ZF9lw1UAIHkfMmqlPEcayCkEX8kZRcXF7G3txd0qeXlZaysrGBhYQGdTidRAyIrFhcXsb29Heb622+/jeXlZVSrVdRqNYxGI1SrVXz33XfBMNLw9WKxiPX19VCXYh7MaxDFjJU0xVm/S9NDYnJwlhFlrxdzMHnnngdspJOF1SVItFCmqvMVQJSMq9VqiRpQHL92bUjbRY1ge6xDZZaOlLXPZm1scBlg5Yc1LHXdpkE6Ho8TO7fRsaU2HoCEDaXriZ1/tnTBN998E/4uFotoNpuo1+toNpsol8uoVqtoNpt49913USqV0Ov18PTpU9y7dy8qO+xzAdkM4NFoFJ6V45zEjZfyos4w1mnSfzGyRO3W88JZ19BZJMY817SEupKvWef5WXBwcJDIliCJwp2ussK2W5+JsGONc0MLdrMP+O55bf3NpvTyXLUZvU1K0jB3JI6GRlnF3hvInhLD3HguIqwEPWuxBeI5nfx+OByiVqslJk+j0QgpMixitLOzM/VchUIB165dw9/8zd+gVqvh448/nrqPLtzaxidPnpyqyGAMZyF2PK91miF/FsLIu2bsu6zGgFV2rBEXO887Vo9nH1jhSiHseeALhekteDWCxote4DWtwZ4WcWOh+ZI8lt5Wz1uX9v7UQL/M8Ax8wusfmw7neQs87O3t4c033wxbKALH3qednZ3Qz61WK+x6AADLy8sJgmZpaQndbjfIq/X1dYxGI7RaLXS7XXfx393dRa1Ww8rKSqK9fI6YR9UaHDSo7fzQc+x3acqDXt8SmPp3muEVk1lphhK/zyq/9LiYwfYiMU/kDkEFm7UFLOZRyjxZQ0VEEfOEA8mID31nXuqdvbctLH5ZUjwLhUIgafmMagAoqHSepi5S7F0rOag129bW1rC2toa33noLf/AHf4CjoyPU63WMRqPgRaxUKiHVaX9/H5VKJdQk+PLLL8M9bt26hb/+67/Ge++9h6WlJXzxxRd49uwZ2u12Ilyf9SVYgJOpVGdBLLUvi/fbHh/7bdb10q5vyW/9XWVslrbxd2sgWWeEd420eWtha+0ogcN72dSBmIFM3dqTJR5mvTcaO/ysfUmnGtc/jonTFGf+XYa+f0aZUMcsFAqJ+o8agcc6a1qbizahvvtGo+HWoAROoo53dnawvr6e+O0///M/o21eWlrCeDxGv98/07NXq9XQbv5PMscrQGznwSydhL/ZbAN+fxZd40XqKfNe2/ZD2rNpFJ6d0/PocBa6i7WnS2i/x+5hdVZPZlvE5JyNUKdervoA26JRYyzpoXI4q45wqsLGKvw1jcqCQl1ZX37PvxlGZyfmZDIJZM8sNrNYLKLdbodImHa7jX6/H0iVRqMRfiuVSqjValMkDn977bXX8Bd/8Rd49OgR/vVf/9V9JkIHxWk8XVmVWPXupRlQXhvt9/Mc751v4XlyZ5E1afdPM9wseaEMZyz8Uz1y9juFTiCdoAw7jqU0xMamNbK9Yzm2uWuMQiuZs/2q2GQhZbJ6/i4LssyNGOxc1KgV+97oGbp69WqowUVDmwZLv99PREk0m81QYA843qKcNZgmkwn6/T4ajQauXLkStja02Nrawu7uboj8UvIRSBLsuiMZFwsNL7WeAu0zXcSsV2AeozursXQW0pfPpb9lee+xCBTvPlnacVbE2kw5EFtjbdSpJc9mKZr6P6Hex7Q+iqXIefPGRoDxu8sAb25wbtp5rP00SzZ7ZL0FdxSxSuXR0fHWuQBCwcdC4bjYtdbcqtfrYR0iGcRdTRR7e3v4/PPPsbm5ib29PfzsZz8DgOBN7/V6ODo6OrOB5SH2/FaGeGu9PT7NkcX/LfGtv8+SW971vPt7xsusuarPqONiFjmVBTEjyIN63q0+lgWz2qk6v12LtL02zUWj5M9SA+ayQOW4fgdMR5KRhGOkjUYNHBwcJK7BVBLKLx6vtUdYRP+8Ujy5e1CxWJySMdzByGZCsF21Wg3FYjEUs6VspG5E/UZLeegYVT2e/caUNfaT7uqk56rhftnHY9q8TrOT9H89VlORqMtqf2qq1Dzt8yLIlGQ5LaEUu5+NeGR6o+6+Z+/tRU3HMDeJw4Zx8JPE4W/8vlg8LrLIIkI2hI+gMFDjWYVCls6sVCp466230Ol0MBqNwt8kcW7duoVGo4Evv/wSk8lxqLGHQqGAd955Bx9++CH+5V/+BR999NHUMfpcdrKmTdLYwCArzGuwQOLR0REajQbK5XIinJAMOcNa5zUwvk+DPosh5h0TU3CzkheETlC9j+5gZu9phQ0FiZe2YRWFWM42F0c7PqiA2wlLllZDk9luXo/HeYw2DahZSuhlRqxGBL/XFJ9yuYxCIRkxqP2o547HY9y/fx8ffPABfv/3fx/ffvstyuUyOp0OarVaOLbf7+Ptt98OpM6NGzcwGo1CYfa1tbUQYlypVFAul9FqtXDr1q1A1CgajQZ+8YtfBCJnYWEhyIBWqxWeYWdnB8PhEIuLi7h69Sp2d3fR6/USShdwolyo0sH/1YCzffj222+Huj30tNXr9akdHjyD1kMsHWqWjLDIcsw8Y9+TD6dVwrLcN3ZMr9dDrVabKlit7VRYItJGv3iwBjtrJ9l6A8CJAmLrbKkCbA1Cb7cqtv2yyCOvsKb3bDrW1SC3qbiU3/ZYJWf52YvuWVhYSKQxKYmrutjR0VEwcngfNX5I7jx79gw///nPE8/ygx/8ALdv30az2USr1QoOsr29vVC0lFGsjx8/xscff+w6z/S+bDv1rCtXroS6Gs1mEwsLC1hbW0O5XMbz589x//59PHv2DIeHhyEaSlPrVYFmf2q0iRIp2teWzNZ26vu1xrC9lqezqOGiv8cIIjWWVaeYtaZ7beW7teTraebh92GUal9qbQuFZyBSh1JoirNd17IQphcFjUYDwEl0EvuBeq/KcCtzPBQKhQSBYftfyTVeg3bfecl4RvWVSqWwxXS73cby8jL+4z/+w61FSn2ezrJYRKCmEALZorqykgeXYTy9SHg1cex4G4/HCWLNs9MsrG1k5bLnuLRylt+T46CTYzKZoFwuB76D7Wc7eU1+Rx5D2+w5XSzhmhVzkzj6sCRrNILBLhReCKx+53kX52XEOIF1ByBNgRmPx8HA6na7oSipBfNAv/32W9y7d889hh537/s0eM/RarWwurqK/f19bG1tTTG29G4pVlZWMBgMzlRk7jxxGgE9L8k0S1HKcj+r0PC69rPngdPPqjzr93as6zj3vB/0KHgkDhV9VTr1WvxdIz2sELKwbPBlg2d0W1jlVZVDezy9SvZ8pmL2ej2srq7iiy++CILbKje6s5Tu4hLD4eEhqtWqa7AvLCxgfX0de3t72N/fD23hLmqTyXG+tqZK0AAbj8ch2ku9lVlDNpeWlrC/v4/RaBRSU5VYbjabGA6HCRmWRrh68wk4vVF/VgIoyzVPC49onQe681Ts+oRXPDhNKaARacct319aMWKOL92Fj2OK1/bqJXnXuixgX1gCXeGNfSp46vG19aaoE9lIURpknMvUxSgb2BYvWtame7E9VCiVcKrX6yiXy2i323jttddw586dsFHEs2fP8OzZM3S7XWxubqLT6QQvKeUGcGxMViqVRIFQIFmjglHVN27cwM2bN/HHf/zHKJfLaDQaaDQaGA6HocbP1tYWarUabty4gXfeeQdra2t4/vw5fvOb32BjYyPxvDa1VkmNmJzS31T5t6QQj7XRjVbPsPf2yDy9t31f/N+TB7E13/4+mWRLeUrDi5y3dldPj1DTtJY0RyHXdb4PRpQoaUqkzdmLhEKhMBUBQ/3AevlZx4pjiuOFcl8LHmu/WXA+qy5hndweYjuLpuHo6OhUNbYU1iFz3nVrcpwdHJPWJla5zc8Km7IUi6q0slbtNWtvelkY1Jns91a2agHxWfPhtPLnVJE49NBwoa5UKiiVSkFp4GTXjlIBYSMhbHFXLVKUFcViEY1GA51OB4PBIEHi0Dji3zGF+PDwEE+fPsUvfvGLUOnaDgBltc8KHUwaZaEeA8/TelpjPM2g8BbDLEbHy1j4dJJm9Z6kPYuGs8V+98LirUJua+CosmHb2Gq1QlioCh7velk8bd5cI2LRDhcduhjblDTvXep3amTGxk8ssqrb7WJ7exvNZjOQJ0dHR9jf38fy8nJIY1ASh2lzev9qtRq21PRkjKLb7WJvbw9LS0uoVCrY2dkJ7RkMBlOL18LCAkqlUkLxsob5rHkTI+ItQWMjmHQBtPCMlxg8stabx2mEUQyz5sI8hEuWYy1BnPX6lD1ZjvVkur4b+x7TdjRi9KyC44FrPBCPCLCeNZ1vbOeL2FHpZYJEylnJcuoAXNv4T8ky4CTVt1wu4+DgIOzMyWLHNlxbHQM6r7mNfWy+Aidbu+7s7OCbb77Br371q7mfi4Sk6ns0tmkwUul9/Pgxtre38fHHH6Pb7WJ/fz/VcPvuu+9C+n2/35+aZ+pZtYRMzCublq5kx79Rucf+AAAgAElEQVSVQRrpaftT+1odPHqP2L14Tswwsca6jYh8lVEsFhMbSVBX5zvSQsvq4dZaPpa0TFu/KJd4/KveP1lhn5fzgjv46pbj7D8lyGJEtNVxCRuFy2OzIm0t5PxQI351dRVvvPEGrl27hhs3bgRiuF6vA0Coe1qr1QLBvLu7G+zUjY0N/PKXvzwTEQQcRzy9+eabWFlZwWQywcOHD7G5uZmTQnOAc9rKLCuT7TgF4M5bj9j1SHuVw1Ymn3X9VrBMB8cxP3MOerbhvJiLxNFFggOVCzAVPoYU2VQo/k1WqlQqYX9/H6VSKREKVygUgkBQMmNWODt3jHn8+DG++uor/OQnPwm/ffPNN7h9+3b4nKY43rt3D//0T/+Ehw8fJtrtnavbM6rnoN1uY29vbyp0WfsQONmdpt/vJ4SgHq99wyKEp1F8Y4o04Q3+NLbTm2SK07Ds2pbYZ49osp+9BcEyuXYseYs9r6cKg35vSRuOVRKajJayxlSpVMLrr7+O9fV1HBwcJFLqgOkdpgqFgmvweLnOABJj8TyExKsKffd2rHlzhMfbdwecjA+G8bPOhKcI9/t9fPrpp/jTP/1TlEol7O7uhrpe77zzTtjVTiNvOp1OUDKIa9euhZQqtqnT6bjvm4vY0dERBoNBkLMkr1R+1Ot1jMdjPHjwIHynBeAoB2x0F6G7NTCShyk9X3/99VRqINOqrBGhbdd3oMbILBmRNY0ppgTqwqz3s/NtltKZdQ4pYaaKQ8xIZttiZPRoNHJDxQn7HPY9qqfIholzG3sP4/F46vhqtRoMZDWEbSqOQpUVnX/nqSi9bGiKtW6vrQQMU56URCEBDJyMTxqrjKghaealPTLSZXl5OehU29vb2N/fDzIsjRQg0sa2N5/PglmpGxyTsXEZg1cPQ+e+PqNGevMzcDJn+cxWLthIThvdw3eq49wjWlRXtsaDJwusHLHfEXo9vZd+l4aXSWIUCoWQ1qf1mTQ6DThJ11SjTvtBo040Mor3oEyjzn5ZiBvCW2fs+mHT8q2ulLU4Nf+PyQ/PBrCbcwAnNXYqlQoWFxfDmqFRhyyVwcCB3d3dhH4yGAwwGAzCbp8cI9VqNdRdpa1aKBTQarWwvLwcNgyw8phtXF1dxbVr19But7G2thZ0ehZ/393dxf3797G7u4vxeIx6vY7XX38dzWYT/X4/RE/n8BHTwy00gtzKQoLyzpLcKsdVLvA3vTfHVKwNaW2MwbM1vXtwzbdOllk41RbjnHCDwcAVhozOKRaLUwKEDeRDxAx2KxxmPdD29jbW1tYAIKSpEM+ePcONGzfC51jVdOB4q/AHDx4kiCQSS/Sk1+t1VKvVkPdtjS1leMlse4bL7u6uu6OV5gMqdOs0b1t2qwDoZw7wWdEdFl47vMlz2uupcqHKxyzF8jS/2ftlgeYR67Wt8FGjuFAohIUBOCGIisUiKpVKSO3jtS3pYpVA9aJaBZDHjEajUIDZ9sV5KuGvEiqVSohm8t6HxWQyCQqCp2Bb4emNVb7Hra0tPHz4ENeuXcO9e/eCwqnEzeLiItrtdki/qlarYTHSehFM3To8PHQLg6qXTOWpV9CUsorPX6/XE/e0hoOCXnAuVrz2cDh00zdLpRImk8kUiWMXTe9ZgOkIsXnH6GnlTlay+rT3ipHjMUKH36uRqONRnSQWVk7quLfttWNlXhmr7y62LljlxCPqvCifiwy+IxojQNJw5Fqg0Z4kZyqVSjheo/LSiDt1bo1GI3Q6nVA/j86DmKILnC19oFAoJNqsY5n1arhrH5+bhtlwOAyG1t7e3lTbVG4sLCygWq2GWjvUiUajUaglp/KsWq0G/Yb6n8ojtt2Oec47/qZOLhslw2M82RaTYTrvVc54JJA1KJRksoSMTQvS71THU++1JXNUxti263u1RJY97zxAAx5AsCsU1K9U76Vs4XvRaBySpoxO8yJtSJKyb5XkyZEEUzY5pkioqF1Dm5Dw5MzCwgJqtRpKpVIwmJVoUR2NNdkYvUBQftDRfh6IOYseP36Mx48fZ77OwcFBiMTOcXZQDs2SNZzDSuzye10H+buu02qnvUzn0jzEjeJUu1NxwaHhwTBZzWeNTWAK3bSFwC6eWbC5uZkoWGzZT51YLHQVA5Uk2z4qJCsrK1haWgoe8VnQQaSRSmngvdMUMUv2WM+MN5i9NqW1wUs9swaIsqT83TOQ+ZtnHKs3zGtfzGg4jUI6z0RhFI41/Pm9d01LBPAzFeBqtYrBYOASaqq4sV+1wChD8Uge6jy0xt5pmeOLglhaZAweeUPY8QhMK/0c6/QEPXjwAG+99RZWV1cxGAzQ6/USpMnBwUEgcTqdDpaXl9FqtbC9vY1utxveNQniQuG4MLFuGcz2ZJWFDEmnEfPaa68FLxG9VnYOUgGmUssdKmJED2UTFS2v3xRWRmlb0+SQJwvOQkjGruGRdraPPLLZM3LseLH394xrT17qb2nKhcogS5jYfjpPOaA1EKzsU5JB5xwVdB5/mVKpmD5LQ2d/fz+zbqDRKWl9oulsil6vh5WVFayurqLRaODx48duIf3TgLvC0GgjGazOBMqOGzdu4G//9m/xox/9KKSaMnLr8PAQn3zyCb755ptAepNs8oxrrn8kkJVkoXzkMepkmUyOi07qVsH6vxqeltBQIyAmc3UTD/1foUS2bYPqBrpWs+08h+uBnquRJfq82n6uUfxNSXkbKaTQOar388hm9iN1f85xrgV6Hx5rCT99vslkgnq9HsaJetytU8pGwnPN4nF6H15LiWVGyikppukOF53E8foNQMJo5TG0x+iEt9FqtOk0tZPvfN61pVg8Th9nOni9Xg/vX+sPcqtl4CRqh7rtrPT3s+Cy6si/K+B8f5E6Bce8V7x4HjBa8LzS7k5N4nhRMupZBjBF2Oj5/Mwcbhblo+DQSAYgW1j9V199Ff627KluAR4T1OVyGd1uN4RHqzFG4UdhzyJ9aVE9hApMj5yxz6Yh8FR8PY+7vY41RlSpzzJguOirtz7tPFUy7DPMO7B1wQdOaifp7zHj7Sxkxay0LxaR5bjUsEu9H+sKsB0cY8xH5rtfWDjeVWhnZyf0ryWwACTC56mQs09U+aPCx4WVhW6pwHDHjsuI2DxWI5L1IohYmpUqPjzX9jPn7mRy7Cn/7LPPglL4/vvvo9Vq4eDgALdv38a3336LJ0+ehHfY6/WwubkZ7rG+vh6ub5VNVWSIrMTFlStXQmFDnb9K9vEzkJQLOuZUwbbEjSrAXmFkGnZe1I8aEHaHo5jirsYEP2fxzKhB4skmj1zStmp/qayLyW2LWWShkt9pEXRaX8u2QdtnlZhYWPAs0Diy5+t80/duiRsWuiRRbclWDak/LSH3KiIW6cr54nnatB9j/UHinn2m12D05fPnz/HGG2/g5s2bePfdd/Htt9/i//7v/870LIzusaRIqVRCo9EI3nQS2+vr6/jHf/zHTNdfWloKRI+m3FkigVCnCZ+ZMkjTBtUoVx2IugUjxPWaSjowyoi/a3/wGBu54jmc7Hm6NqusYVtsbQh1/PBY/ce1I012WOKEOq117CmBo99brzbbp2UE7PMCJw4o/s1r2K2bVb4xDWYyOd6wgXLDe36+LzobFhcXsby8HAgJu200x6nqboVCITFmLouOZNdb4MTYVP2a31PW6/lKFLOfAV+/rlarwaGcFj24uLgYCJxarRZ0lEajgX6/H9Yv4Njhfnh4mOpMyoKf/vSnuHPnDlZXV8Pun5VKBYeHh/jNb36Du3fv4t69e6ntzpGDsDrXaXHeRNOpdqfigmsNjUqlEia85sFr6hUjC/R8zf2ONtTZ7jQNdmLquaVSKaQHULjTyKHBbAt8qXDb2NjA1tZWIm0hDdaTOitsK4uRogu+By7idicL/jaLEJlF3qiyxQU91uashpdGaqm3yrKdXvtj12b7dJHQZ9X3YNto0z30Wex1eB6NGdsvbDPHpS3mqO3ltfR/kjVMw9FaUTq2bb6n7acs7+GiwBIInMNpnkYPntGgCo8aUeo1B44Larbb7fBOOp0OJpMJlpaWsLe3l1CAdFc5rZnENgDHcirNG0gjxPP003geDoeB2Hv27BkODg6mdo/gc3mRG1ap5xi1st8bX97xXl9764caDDHwfM9wsEZX1poHes3YOPEU46zwZLXKpZiszSo3eb3zmtdco08LynC9HkGjXY3yy4I0+RJ7Vh0XsfdtowkU/P7w8BAPHjzAYDDAu+++i7/8y7/EP/zDPwSCZH19PYxD3VmDY541rxgRYdd3TaGqVCpoNptBJu7t7WFvbw8bGxv493//d9y7dw/r6+tTbWWKFIkhJTHViaNrJyM9dN1VZZr6gTrJVM9Rx5v2l9YdojHLc/R+XjoS76/1F/Rdsw16LT6nRg9ZYsY6o1S+0llAHZQ6K9uh19Zxw3/e2kg93KYlKZGk7VA55kXpKBmmkcS8BssRkJRW3Yqf+S4YecExw/vxe43w0+gstTv43NSdeL4+i7bV6lIXEXxWEiAco9VqNfQXHc/sAx2jvAYxHo/D3Ndxqn3NvvNKPBAHBwcJR3pWnJbAAYBf//rX+PWvf41i8XjHu3q9jtFohH6/n6c85bg0mFtTo5EATHu51RjyWHpdkHShs6y+NTY0BDsrrJKtIXqqoKqhPBgMEiGG3k5Wk8kkUZvGw9LSUqJWDo2amMfEwhNcGgXiHadeQLugxo5TqEJljTt7Df1d36Men/Ys9vo8zvOWe8cqPOPFKh1W0dJ7qkKm1+J5qtToO9P2KVlGzxD7XwlBPpf1rNv8/djzciza+WGfn21Jizi4LLDj2e4Ok6YE2OgBb34CycgSe+8nT56ElIHFxUU8f/4cW1tbWFxcRLfbDaQd5ZoXucL3XqvVUK/XE8UXgeQuQlTmmYLFHbA6nU4YO/1+H+VyOUEaWg8dPdnq4SeUJFEFb14iIzbPPRmjv/Pa3v34nb4PnatELPLBg7bH9lGsfWnjKov3UNNRZrUt1gb7nfaNfd9Z4G1IwDZwDMTmgU0tVQJUj7cG+WWSR+dBop3lGhsbGwl59OGHH2J1dRXLy8v46U9/GnQfrk8cg5rGxXnT7/exsbGBvb29sDMVa9Hs7u5ic3Mz1Pra2NjAcDhEr9fD1tYWBoMB2u02SqUSXnvttVADTq9jvf0cB160BuenkhCUpxzrjAgAklGxfCYeo9EXvLZeVx1sShpx7JPEsqSSddrYNEI9nsd5Tiudwzo3NB1GU+kVarRTL7NkrMovJTtsG7UvlFxUQtK20fYlr0HCX8lhXWMmk0kgWRgZQqeD1WOVdGHEDtukY8Q6CjSqg+3UtvK5LzqJAxz3bavVCqlQauOw6LlGetlxVqlUpjZ30PliiWDgWOckMct+f1VS08bjMba2tqaKn+fIcRlQmEfRKxQKEzV86vV6ohBns9nEcDicEoRra2t49uxZEOSNRiMUqKtUKonUk2KxGIR3oXBcmExTWhS1Wi1sRdhoNALDXK1Wo96rarUaDKyzQo0rfY55lGgqFrOICio3NicYOKmP40XaWFLNXldJDC6yVORj11SoZ0mjQ4C4QqrPbNtgv6MnUY2+WLs4NqmkjsfjYMxaY90zBnkev1NSq1AoJJQXvmP1GPIa9BDqfeghUQJHn8Mj17x+pDeLCmytVguGurZ9ZWUFAMIuH5YQmEwmF9p6KhaLEyrmCwsLYe5bOcHxwTQj1qIh6aIh+pQXOpftb7PqWfFcKwOo+HN821omTM+s1+vodDpYWlrC1tYWyuUy2u02JpPjGhKtVgvAcXposVgMcq/b7aJcLqNUKqHX6yVSFLQftF0sVqhpVECy4COQjBCwBhYVcLuLoL2PfV6dc+wXTQuMwcqhQqEQQqT1HrVabSpS0pJA+n74jj2iaBYpoyRQLHLmNDJZYeUDDRFvLKaNUY/UB07WEBqhLAjqrUuxsZXlOYDptfLo6OhCy6JCoTAxn8POcRolwN9i/aJ9bt83r+VFiqohar3kwPH7opxkG3h9602nnKvValhZWUGlUsFoNML29nYoTJw1gorrJv/XCBwa7Wpos21K2mhNF85njSzhNdTYZFq/OleUYLE6lBLWbANwEsmixBLfjR7PtqjsYuSDkpW8npVxqv9YEoLtYBQo76XtV+LFRrjw3TKNS/+Nx+NExIutI8R3w3YvLS2F3zXamG1UZ5USVvx9f38/UVtJx50+I2U628/UG5JSdGSQELJRPPy+VCqhVqslSH4tvM33x8LZ4/EYH3300W8mk8lPI0P6lUexWJyoHJm1lpTL5cSuYLTLPF2U/av1GT1dy4Pq5OeN1dVVLCwsBF2fY6HX60WfJ0eOC4BMsmjuSBz1JFMZo1AYDAZBwNpIAyC5zbOtzQAgbDvO4zQ/WQ0JDa3k4k2l3UtRCQ/720XqvBhiZbD1mjFBZY1yqzzMglcXxxoGQNIzasmY2Pk2uoa/2wgRz8gZj8eBXODz2QgmBQWttkGP98gRVcK8SAsuMOq9obFhlWEaa/Y9KRnEaDMqifRMsH/pjaDhxjZoPShVYnmeKq02Ao3g9fnu1MiuVqthES0UTkJhdZHUxdXWQXkRi+jLApVTL4KLYL9pDSOO5ZgBvLi4GOazvj/+ruPAji2eZ8cp341HaujzHBwcBA8aFVwWEqV3y85B3aZYPWY0wNSbyWch6UEjQJ9D5UCaMa99Syh5qW3UZ1ZFX+eMNV482N8o521/psm92LXsd0zhtaSHlwam8pHQ+abz3Ett02t57dKd2Ng2ndvav/M8s/fegfS8bUtsxQwF7xqxdMfLhFKpFAx/68zR4q9aB0VrU6hRyjHk1UzROa1GuqaS00BldArXal3DuBaWSqVw7tHREW7evInr169jbW0tbMlbq9WwvLyMa9euhbY8evQIu7u7ePz4Mb777jvs7e1hf38/1H47PDwMBDqvT91OIzUo85RIYJ/ZyAnPQKXeoMSG6hrsDxtBw3dFYkkJBiuTLPHrjWe+D/s3dVXOM32Hqq/a+VUqlVAul8N31Wo1tFPXfD471zZen33HPlNdjc/BdgBJ/UOfTclnuw5pDTquY9o24LjEgX5PwoWbPbD9nD90fPGeTPnj/2wrAKysrKBaraJerwfCs1KpYGlpKRCYhUIhQURxrdb38tFHH+EiQ8lGTy5bfeng4CBT9BHP0TUipmt5eJGps3mETY7fZZw+8R3HgpveU05u6y2yYPg/j7HFa/VcNXi5+A6HwykDn9E1VI4ZmWPr4nBBSVOi533+eWDJDSoEacY1lXN7LyofuhU6lbXYtayB4B2n7VPjigaK9h1rHVnCxr5HGznDZ/f+5zFqEAMnixIZd89o07BRKkaWsNPfdAcPNSx5b1V4rCJu0wc4rkn+qGJG5ZAKIb9XskqVRRJNHC+WrLNkhJI97G9+Zz1+l8WA4tzxtr72DGFVvq1ibsk0W1jcjk3v72KxmAjXBxB2IQMQxqxXtJjjY3d3F+VyOcwrTW3QMcsxMhgMwrxne8bjcYhQ5HzlGGH4uc5NL+RePc9WNmlEgBcpxj6wcsaOY/0NQMLI8BCr6M/n89rqjQHeS+eRnV96nCJGTHNNmbX2MfJpXmLJA9deguudkk7s89N4IWlkZYEXGRmTM7oN92WBHddMO7LODeD4vdFoZdScpixqVAD7qlgsot/vh981UkQdA978KBQKYU6qUU0Cl1s7cz1rNBoAjsfhw4cPsbGxgeXlZbTbbbTbbSwvL6PZbOK9997D0tISWq0W3nzzTdy8eRM/+clPcHR0FLb+7vf76Ha72N3dRbfbxZMnT9DtdnFwcBDIneFwGMYL5SCjl0gyWccHj2PxU0uGsH94bQAhMorXUL1D103KBRJLGplMucvPlmyhbkKQKFeni0eWEHxO1VF4X7ZH26t9TfKjUqlMRWtxnWS7bUFfyjUSH6qjcQ1RMvHo6AjtdhsAQvQnCRKO2d3dXfT7/UTkDNeaUqkUyBaeX6vVQhoPn4GOCOr3jOBXmcb2MWVPf2PZA+3zhw8fhrnEscMt6S8LGAmscoJQ0l8/vyhwvlpnSI4cOc4Hc5E46nFURYCGlHpsVaFWplcjF4BpoaITXT219GB7YESQLm4xxZVKlMLzrtqQ8TTM8h4r1JsGnNRDiSHmbaWCYw0yYJqcUWM/1mYNR/Z+p4KiRirfOxdpjQjwIl34mzWStZ1cvG2fqHJljQCPaGGbCfYd+4FGtYYoa4g5FWkqLgyr5lj0vG86F+gZ44LKomrafr57nTOcH7ynZ/AzdYjGPnDiVdICiPb8y7iIenPURqRQUVPi2BqefJ86NtUTq/cjLLkRqz/Ae6rn3B7HezCakO9QUwJ0J4harRbmLJVYkr3cvpP1y0gW2vbrc3jRW1qngOOJu0mwJo8SF7av+Dvz5TUKjvflXIgRPfxM2WTbr+/fGi/6mYZIWmi1Jfes/IqRWXwP+q54jDo46AWN3T8tcsjzltp6dJTRMc/qPOsUkBwrtl/0PVer1aldGnU9INQQ1CjOiw72PcnT8XicqM2law1wYlx60O9p5GtfqpznHGUb2Kea0qsGPI9LI/Xq9Xq4b6fTwdHREZ48eYJGoxHawigJ1vC6efMm6vU6Xn/9dbz55puo1+shderOnTvBAcQ5M5lM8PTp07DWct1jv2lazWg0wmAwQLfbDekRJBr4HUkcyhqm3zCCUceu6p9s1+Hh4VStRJXJSnRwftGhqBFQdOSMRqPgTNPocb43S+SwLSo7tL3AiT5BGca2rq2thfMODw+Dbst6aRoFwzFh5y4jVQ4PD0P6EdtIua06ULlcxtraWpjL3HGIaa2TySQU6Kfzlf1bKpUSkWDUY9XIJ8FCMo9/cxwPh8PQv3x33W4X3W4X/X4/sfkDC/vzXff7/URxZMpjnnNZMEuuMsVyf38/jGddw5Q8tE5LjgstEp3WjrTMB8oUOqi8iP8cOXLEMReJQ1aVC+FwOAwLQrPZxN7eXji20WiECTwajcLix78JkjM28qJQOA4LbjabiWuoQUGwBoQqL7Gtbw8ODsJi64GKt5c37aWllMtlVKvVxLOz/Rq1ogSAepXVwLJg2KxtG9ugbfSIKwpC/Z6ElycguaDyXmoMaJQLoUap3SHJto0KpRp8NoVLlQxrgCnZ0e12EzWQ2C7r1VKjVA0qG4Wjoe+6zSXvyVQGepy42Cg0V5jGGNtDZUYNOGtkakQEvWt8LiWjqFjzGfVv/s9QdusFvmzpVECyECTHACOjWBtrb2/PNf4Jz2PO70nM8Z16c4LtsMqKR/hQwVUZMBqNgrzk+KOMUwNAo46o9Pb7/aAEqYcVOCGOKBtYNPno6Cgxlu0Yq9Vq6Ha7oT/1uTQSQGXi8vIyer3e1K4PfC9ME+N5/J7zhP/sGFUZ4clJ9pVVNNUDzs/e+XyvNLrVGNbntnWSeC7bylpcChowNDhU5ngkU5rS6nlM9TuSuSq37TpoZa4XQeMRSdabSsWbRp8aqJTzaSH67A+t53XRQcJU1ymNerDgu9C0ONtnvI7W7eL3/M57vyR3bPFRolgsBl1KCdL9/f1Eyh6vCcCtIcj73b17N1xDSR7gpKAsU3YYgXH9+vVAELBNjHQhqUDZxQiNZrMZZHqxWAxFkzX9tFwuh2jtSqUSojp0rdd5TkeKOrA03QpIpohynea9lMglycB3CiRT57k2qfzks1CH4nH1ej2xZvAYji++U0ZssQ0ahUE9gvKR6wtLIJCk12iVTqcTUqWUBOSuPpTZX375ZRhbJGx6vV5Yc7g9Pe9HaBuoj/EfyTury+mcmgWShbwW3wPfqZ0LJL5Vt75sqNfr4W/KqMlkgp2dHddGIDTFk6QsML2DpjqcVO+2IPHLyGLq3GpvqezkuwRO6kIp6Oy0NaZy5HjRoB7MuUN5xTXdOgs920v13tNESxNzkThUSmzOMYApBVYbyv9ZAFPDUPm7jUjRBVRDWGmEV6vVYNRoqDDvRUPJE8xWWaLioYuZNQ4VHsFgwVBRFqC1z6ZeX6+NGjJMeEYhPUBWGdbrxwScPqdV4PUc/uZF13gRI54QLxaLiQXUMxY4RjwPrTVS1ZsbizLQqCVLmOixSrDxPK2nwwnJccJ3quPLe082CsZ61yxihqY3LwC4Hg7eRw1sYHonicsIjRSb1ddAcgv52BxRozXtWp7RquOdctPWRyBshI6VMXZOMLpFvdl6L75/Paff7yfGpp6jz0ZvuE3HA6YJRsJG8tgi3gqV+yqjbISdkg5KAik4/62s9+7r1ciyRDKVei8V137WIuNedB7XNPXoe9dTz2Ys+iUGrqmaEmL7gMdouor2B++l0QEx2cU+0/VfDUrvPRI2vVVrsFx0zKqzVyweFyGn0a9FtJl+pcdynWG/69iKySF9t3Y3HjXKKRvUSaERct51PWgKJAkY9gWNOZ5LmTQYDEJ0j57Luc528pmpKzLSiQ44zlMbwU0Zq9tSk3jh+RqZTENfFXLqMxpdyX7lvD06OgqEEq9DvYBE1Hg8Ds87mUzCHKfORMcl20fDgJ95XcpqJXF4TToYxuNxwkGnRCr1GZ5POUMShb8Dx/K93++H66iuz3Fr68t5pL6OZZJQfA62lZ+959S+pkPUvjd13EwmkzA2dN1TIoLjUDEejxNpd5cBrJ/E98u5rfVwPD1foesiYXUr3ovO5m63G+SAOvF1t02SxFn6WwsVazZCpVJJzO2sZS2U7IzhMjo6Lzsof+yYUv01Tcc/DWJjzhuPMduZbbLciQ0AmYW5a+JQAOuCT6VDwWgFLSZsCQMqElwIeU01dLjoqdFBwa1GmDLBqozO8mDyOF2krQFlc5oVXFQstE9UMPAaXMRt+gbJCiouqhx6UQAeicSoJ69dNnpA7x0zgrgIevVH1Cto82w9UkiVJTtQNQJBCRiSWdpfulB7i4vXRqsc6O92rOgx9Expv3A8qiffQhmUR/4AAA+6SURBVNvDe+hnO55sxFfsWdgv3nHqvSO0nZcVyoADJ8pZ2jPrvIkt3PxeC0rr+drPVOLTlABl7lURTmujXQD4LmOkAM/jHGO7ta0eUcq2KAFm26aeehIr4/E48T2/s1GIKgt0nKo3wsoyO4e8vtFrkwhWma2RDpZgsM8XW+w9maGOCe8YEieeQqz3j71/ygO785fCylC7RtCoJNFjiUMb2ZrWHl2/rWGnTgOSDza6wb7b3yVlmUaqjXyy9aOAk/4lSUFDbN7tj0nycgwpYaJrrUZuaduUWNb1xupefL4YkaVRNhyrdr1UAspb1+iY29vbSyi/bIONnK7VaoHk0Gg/KvZK+gAnso66pZJKdPDoPFbygNfQCBw+h0aVePNK5aCS9VmiQjz9QfUKJYJIrDPditEUfG7Vwz3E9IdZcsOSBvysGwdo2qDnveZ3LJqsz8/7MgrJ089VvmkErHVEXwbQqau6CB0yJOvSxlaMgAeS/aSRb3bNVPI1Zhvp7/Yz//fkic2SsNflOFKnBb+PZSDouLKOL3UUz7NeaaTzi0YWZ89Zr6/zk/ciaW/XNavvnIUYo4NLowJ5f83QUEe+2pqUyXwX/F3luzoTZrUFmE9e8Jy0OWd/m/d9zrXFePG32/qurq4Gxh44WbwYpqmkTL1ex+LiInZ3d3mN4OEYDAYJLyUnP0kikgb0YNGTwwVJixyroVOr1RKLob50r9O8BUqfidDoH+1oPd8LUecgprDQWjLey9W8aWvw6X3t9tl6vnddVaqB6cFI7wjJNf7OWhzW2+sREWkKgSr+VOhsP6qBx+flNvN2S3u2zdYG0vt5xq9FoVDA8vJyyL+PQeuO6P2BZJiq7X96Jg4ODhLtt9fTfvXaaNPzgLgxrtD2iCC+0GE5hUJhos/lRavEkDWNQ1NobLookJQHMQN7loDmAqn1jXQhtPOdz6gG+v7+/lRb0hYlLzVI2+LJGvtcNAyZrmB3yNLnt/NeFXOvDUqoao0XKysATMlaeiHVW6ztTiOvxuNx8Ijr+LBt0naoougpbBpF6jkXVCbZ8aIRRkomqiLLiAQ1oq0xx+tY43BpaclNk9HxQU82lWBFq9VCsVjE9va2258c0yS71KBoNBphPl0GWWTnClMPvPX5rGDdEuDEWaZK9ry7b1rZRbkCJCOMOI6YOsxxy/QnndOesaURL2mEwbygfNHUC5VHvC9/4/FneS+zFG3KUiXRs8CSISTxKDOpX8cclPPC09+YoqaRNyTh1FhSkkDbCyChB3nk+6x3z3emqVHfkxPqQm8xXigUJvJ3NDqB40pLCehaxmgt6gNK7vC7rOOPUVTUBVRW0YBOc3SY5wv2gP1+1piq1+vhnjH7iJF6qiewzwaDQYIgUNIpTe+MOY898L1oeh/73zpcYnoM4f2uhIzaxvo8Wd+Fd1/NaqhWq+GaNpVca3dqBLKWRTmNfNPniI0HazOS8Nd5wHdq7U29BtvLecTxUSgU0Gg0sLi4GOpH8nutYUcHAd9ptVoNNvhvnTYvZotxEgtKRHBCc/Fno+khsey5LuLa4ez0w8PDRPFhVViBEy+7doZVQlR5UpbVegu8WgRUQD1vkQfLOlolxQoDImYs1Wq1RGG8NNiJESM0eIztA/tM6i3Vd6Xfc9DadrNgnXpitX3qiVPhwb89waEeXO+52EfepNUJzWtp+zWFzjP67PPRk6HjQiNs1LCzJI4l0NgejZLR59d7q2dQz7WEV1q79bzL4gG33tesQj8L4277lvPGRmgBSYNV4b1Pe29v7DOE3Ub5ee3i3KDnTeednWOeoqNzx5InWkRbQUPcthtIRobwWlYpiI0/jvMYYn2nf5MQi6UaxsY/v9MxxEXXGuKWSPKiTLzveR4LgFowRU4jp3TceX3uRYLa6AkqJjHj3kuf4vlUwFS5IuxnjlvKUv1NC/3GUpAvMtTYBJLpyZTzXB9pRNh6NtbTGYMlGIGTOUYHlzX6dQ2049/77I0VJUdoCPJvRnrpfXR8pJE3mrI0L7FD3Y9j3T4P55B9Dnsf3UES8Ake/sa1WJ8nloI4D4GjBjXHDK+vkSxWzivp7znH0mCPGY/Hrsy3/cC+UpmtKe4cKzquAX/HPK+tGrWZpheq8cj7eOlRHlmVZuhdBlinDHDSrxyXdl32CDclQVVPpRzn+471pTqFdZ3lvKFTn45ilWNsF6NoOS/s+/TubZ8/ZpBzHHlGu67hJDg1yk8N99jz6xjl/LV2kCVErdxg/84as1Y3VN1L69cxw0XLmGjh+XnB+2q7dZ2yaa9WP2W0DQk/rpcqBzgWY+sTj5vVfptRorV9OZaVXKSsYFtI8rD2qAcGrQAnkV48h31lnYpaZHweEu1UW4zrAlculxMDn4s3F3QbwsaFRjtbSQ4KCRsWrgLA82br/a3SwmvoIkN4BZV1J5XQUZJPCqQTOjFD4eDgIEQZpS0yKjSpnGgUkXrhNGWLk0CJE9tn+p1N57KKt0c42eeMLbDeb6qg8D6e8atQZSAWzhsToFwkAASPkBrNWlTSphrY56d3n2PD1oGwz2/JI54PnBg/NtzaXkOjuzyjzyqaqlzxPvYYZd8vEywJEotmosERm6O68FnPsj3ekmx6DY9YtlEj/N7Ou1gorjcH1GhUxTQ2H2xbKRfp7dX2enXO2F7OfyVqYlEu2p40ZScWieeBx9l3zeggD5YIVVhZqARwGunJPrVt5vvw2m9JGIV6PJVco0z1lAbb77y3baOVI/zbk9M8nhFGugbp+XpupVJJEF68vr5vrb1xmWDnqtYpApJGp5Jytp+zkK0Kj6TQc9TgolE0Tx0i69klMaGGu5cSNh6PQx0aGmexeTTLCEoDz4kZ+2nn8H3o/LW/qbzTe3n60CzwGW3KCr9TI5rEqxJEfP+qF/Cfri2zUmZOC6tL2GfWSAsACT1T65HxmbieUXel0aayIbaOAyebSbBfq9Vq2GrcjnFvfBLUyUkWXGTomOZYUKd62hzz+ppjne/J6g5amFzTW+za4Mkt3lP1H01JtHOS4ydrBJ3qwhY2rTLWN6rXWP1kcXExZENo6ioJJ7222kTa/lh2iPcsKpu0bbyXEtkkQzSNrl6vB9LJ7mwJ+HXdYnJZ9YksjmE6xEhiaYqq2ugkYPmbJX/43LwW5SRBWzGNVLSw796LIKWdxjE9TxQnbU1G0CpRx7FO/XOWvulhrnSqQqEw4QPRQGy1Wjg8PMRgMMB4fJwKxTQkNpiDjveq1+uhQKZ2kO18W9xXmf+Y0baysoJut5sYJKoMM/qC1/M8rY1GI+TYsh3FYnGqIruSVVZRjRk0+ky6w5KmCqmnlu1dWFhwt3JlX7JPKLiV8eVzHhwchHQDWycjNhGtJ8+r48N7t1otTCYnBc4skUMvuS7S7XY7vC8eY8kTDcX34KVZse16fy0Ey37Wd0ylQI1THkcyiQqSlzZH2DSpQuE4vI734veM9oqNk4WFhUSaFs/xQpT1Gbn9c71eR6fTCdc3Xv4L7Qov/ja1k7DvOgtRCpwoLmlbM6tSHJsnekylUkGpVEqkqth7x8YO4c0zu5CrR8B7To+wptKkz6vpZTonvHQbK6doVGQxYrQ9nqFBxUPllNaj8ogg5v/r/VutVsITov1CeaXvk6QP+0DbQXnqEab0nDOCxpIsVKLUOKMC4ilMxeLJ7jr2XjR6YsqDTXHl+sRrMbTZK4DfaDQS75n3opJu2+qtb0yb1l1nPGja32VK7XzB10/ICKZqUSeJKdlpup2SlErUcK4paaHEQFZ9kSl+6jnnvNOoIepeaYprtVoN6c7D4dBNaf++oESMNRS8KBN67YGTDTjO0mYv+k2NVWuYss0aOeQ9E3/PagCpITlv6sX3iVn6EiHv88KnU1H/mEwmiYh5RgHoTlOSusHzg/7Lv2msa3RC2jjh+mOjOnRreY7TrKmfMcecrlXAiVO3XC5neu8xkECgDpA2f/Qckgpcy9l3rEHFvmfKtm6KwGdR+8Omo6v94dlDXrSupnRbUIdUApZzmnLfknfcLVpxFlmsa1HsGlrk2kbx2HPYZuqmKh/5bjhmqA/zfZdKpcTuaTyOkcjkNoBkIAPfHYNaLDljbQsNBuAayLVS3uuLSafiy1W2nd8BJ7nQNJiB6Z2P1OvLgQKchHjZDiKUwde22JBAvmRVxvmbvnxexw5Iq1SMRqOpbcmVULIeYStYgGQxLxWSWvOAx2g9AraR51lQWde+tt4eDmj+bQc2z9Nr2ut5xwFJYkQ9dDFyKBZNo/2qAsq+L2/yWsOJ1yNhxM/WY2hTA3RcKbQ/eM7S0lIosmgFiRWuKkxikQAWFFj22rGC1YQuZjYP1XoALzJsv8SiZBSqWFiiLm2x9xYJ+47t3LfnxN6Z9713fRLkutMDSUWF3lsNcH6vUY96jvd3t9ud2tFBfye54Y1Tr/ZNzCumC7jXLiurVNFgH2iIcozsVQ+Pvbdtm8o/FknUdYvX0jWE70J3YeRiTeIrjYixxJ22UYkn4CTakUoDvT32PIJ1k+zY8hwiarDHPOHqZef16UWjLLXvwSP1Y2MixwmsjKCeZEleyni+n7SoAh2/XgqFPXbe+jGxe6uBpwQ6kKz/QkOFzpOnT59OXYfEZKFQQL/fn3L+8N95kgzqGU5bgyijNHz+rPCeRXVKyk8aKVrI055nCeZ5IonoQNDI9tFoFK0zEnNSUW/2IrliUKNyFgHANmr9wNhOVK8yETUvuCMU3xedFNwdjf2hJC5TbRh1ScNVa3sBJ3oIcLLxjAUdGwqNTlfZY+t60pi2BDUNbH3vantpOh2fSWt58jteb9b7Vvlp50+MsOA453nWucTf2D8aYUt9dDQaJdL0LZHuRStru/hsajfadULbqscq+Ut7l/2tpIi+W9p/dICnQSOsVH6qjanPyb8po7xSId57ODw8DNF/1jHPoAbWR6JM5TgZDAaJ3QU5ntT5SAet1ccobxcXF9FoNEKWidcvJE5JDmlfMGInlv5nMW8kzlMA32Y+IUeOHK8ibk0mk6svuxFnQS6LcuS4FMhlUY4cOV4VXGh5lMuiHDkuDTLJorlInBw5cuTIkSNHjhw5cuTIkSNHjhwvB9lyO3LkyJEjR44cOXLkyJEjR44cOXK8VOQkTo4cOXLkyJEjR44cOXLkyJEjxwVATuLkyJEjR44cOXLkyJEjR44cOXJcAOQkTo4cOXLkyJEjR44cOXLkyJEjxwVATuLkyJEjR44cOXLkyJEjR44cOXJcAOQkTo4cOXLkyJEjR44cOXLkyJEjxwVATuLkyJEjR44cOXLkyJEjR44cOXJcAOQkTo4cOXLkyJEjR44cOXLkyJEjxwVATuLkyJEjR44cOXLkyJEjR44cOXJcAPw/Pw1diFMKOfgAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f43621a2160>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# after a ReLu is applied\n",
    "# visualize the output of an activated conv layer\n",
    "viz_layer(activated_layer)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.3"
  },
  "widgets": {
   "state": {},
   "version": "1.1.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
